{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "about-publicity",
   "metadata": {},
   "source": [
    "**Building a Simple Regression Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "33be2ae9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-05T22:12:20.843997Z",
     "start_time": "2025-05-05T22:12:20.842511Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "IN_COLAB = 'google.colab' in sys.modules\n",
    "if IN_COLAB:\n",
    "    !pip install yellowbrick rdkit PyTDC lightgbm scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "efficient-oliver",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm.auto import tqdm #progress bar\n",
    "from rdkit import Chem #Chemistry\n",
    "from rdkit.Chem import rdMolDescriptors #molecular descriptors\n",
    "import numpy as np #matrix algebra\n",
    "from lightgbm import LGBMRegressor, plot_importance #LightGBM models\n",
    "from sklearn.model_selection import train_test_split #ML training\n",
    "from sklearn.metrics import r2_score, mean_squared_error #ML stats\n",
    "import seaborn as sns #Plotting\n",
    "from yellowbrick.regressor import prediction_error, ResidualsPlot\n",
    "from tdc.single_pred import ADME"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adult-colonial",
   "metadata": {},
   "source": [
    "Set plot fonts, etc. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "indirect-walker",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context('talk')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wound-replacement",
   "metadata": {},
   "source": [
    "Enable Pandas progress_apply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "diagnostic-alpha",
   "metadata": {},
   "outputs": [],
   "source": [
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tender-ministry",
   "metadata": {},
   "source": [
    "Read the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "homeless-thermal",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Found local copy...\n",
      "Loading...\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "data = ADME(name = 'Solubility_AqSolDB')\n",
    "sol_df = data.get_data()\n",
    "sol_df.columns = [\"Name\",\"SMILES\",\"LogS\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "featured-while",
   "metadata": {},
   "source": [
    "Set up property calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "beginning-roommate",
   "metadata": {},
   "outputs": [],
   "source": [
    "property_names = list(rdMolDescriptors.Properties.GetAvailableProperties())\n",
    "property_getter = rdMolDescriptors.Properties(property_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "checked-representation",
   "metadata": {},
   "source": [
    "Define a function to calculate properties from SMILES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cosmetic-stock",
   "metadata": {},
   "outputs": [],
   "source": [
    "def smi2props(smi):\n",
    "    mol = Chem.MolFromSmiles(smi)\n",
    "    props = None\n",
    "    if mol:\n",
    "        Chem.DeleteSubstructs(mol, Chem.MolFromSmarts(\"[#1X0]\"))\n",
    "        props = np.array(property_getter.ComputeProperties(mol))\n",
    "    return props"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "favorite-vintage",
   "metadata": {},
   "source": [
    "Add the properties to the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "unsigned-coalition",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bdd301b1cea54d77b4373f8056fd2c0b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/9982 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "RDKit WARNING: [20:07:19] WARNING: not removing hydrogen atom without neighbors\n",
      "[20:07:19] WARNING: not removing hydrogen atom without neighbors\n",
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      "[20:07:20] WARNING: not removing hydrogen atom without neighbors\n"
     ]
    }
   ],
   "source": [
    "sol_df['props'] = sol_df.SMILES.progress_apply(smi2props)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "minimal-parking",
   "metadata": {},
   "source": [
    "Put the descriptors into individual columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "qualified-bolivia",
   "metadata": {},
   "outputs": [],
   "source": [
    "sol_df[property_names] = sol_df['props'].to_list()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "operational-parts",
   "metadata": {},
   "source": [
    "Split the data into training and test sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "threatened-antarctica",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = train_test_split(sol_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "present-injury",
   "metadata": {},
   "source": [
    "Define x and y variables for model building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "worse-experience",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_X = train[property_names]\n",
    "train_y = train.LogS\n",
    "test_X = test[property_names]\n",
    "test_y = test.LogS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pursuant-liechtenstein",
   "metadata": {},
   "source": [
    "Create a LightGBM Repressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "elect-sample",
   "metadata": {},
   "outputs": [],
   "source": [
    "lgbm = LGBMRegressor()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "gentle-career",
   "metadata": {},
   "source": [
    "Fit the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "exciting-community",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LGBMRegressor()"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lgbm.fit(train_X, train_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "subtle-marriage",
   "metadata": {},
   "source": [
    "Make the prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "considerable-watch",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = lgbm.predict(test_X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aggressive-tulsa",
   "metadata": {},
   "source": [
    "Plot predicted vs experimental solubility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "genuine-rendering",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'Predicted LogS')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.scatterplot(x=test_y,y=pred)\n",
    "ax.set(xlabel=\"Experimental LogS\")\n",
    "ax.set(ylabel=\"Predicted LogS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hybrid-driver",
   "metadata": {},
   "source": [
    "Make the same plot with Seaborn's **regplot**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "knowing-torture",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'Predicted LogS')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x=test_y,y=pred,scatter_kws={'s':10})\n",
    "ax.set(xlabel=\"Experimental LogS\")\n",
    "ax.set(ylabel=\"Predicted LogS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "virtual-healing",
   "metadata": {},
   "source": [
    "Calculate the coeffcient of determination (R<sup>2</sup>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "executed-subcommittee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7584700736747634"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r2_score(test_y,pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "following-radical",
   "metadata": {},
   "source": [
    "Calculate the RMS error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "closed-congress",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1563810836247332"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(test_y,pred,squared=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prepared-scanner",
   "metadata": {},
   "source": [
    "LightGBM provides an easy means of identifying important variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "opponent-thriller",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Feature importance'}, xlabel='Feature importance', ylabel='Features'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QrFkz3N3dsyVemd4jxEt+//13xo4dS+PGjbGxscHV1ZUZM2YQExOT6XlhYWGoVCrCw8PfU6Rv7+rVq0yePBlnZ2dsbGxwdnbGy8uLa9euadVzdnbmq6++yvLr9+rVS+fxpbW1Nc2aNWPevHk8e/Ysy68phBBCZJXExERKlChB586dKViwoHLcwcEB+N8uvWkiIyNZsWIFQ4YMSbe9K1euAFC5cuVsilhG+oXQEhQUhK+vL05OTowfPx4LCwuuXr3K2rVr2bdvHyEhIVSsWDHdc62srNi8eTNVqlR5v0G/oZ9++okJEybw2WefMWzYMMqWLcu///7LN998g4eHB4GBgdjZ2WV7HDVq1GDSpEnK58TERE6fPs2yZcuIiYnBz8/vna8Rm6TGYGzwO7fz4TiV0wG8R9LXvCm/9DW/9BPyWl/VX/cCoGDBggQGBgLaCf7FixcB+Oijj5RjadN6nJycaNu2LUuWLNFpN+0JQFrSn5CQQOHChbM0dkn6hfh/Z86cYd68efTu3ZsJEyYoxx0dHZXHbdOmTWP9+vXpnm9qakrNmjXfT7Bv6fr160ycOJEmTZrg5+enNd/Q1dWVjh07MmHCBH766SeduYhZLb3vy9HRkTt37vDDDz/g4+NDqVKlsjUGIYQQIiv8999//PXXX/j6+lK1alVcXV2VsjVr1nD9+nWWL19OSkpKuuf//fffmJiYMHfuXPbs2UNCQgLly5dn9OjRtGnTJktilOk9Qvy/wMBAihcvzujRo3XKLC0tmTBhAvXq1SMlJQVnZ2fmzZtHr169qFWrFnPnztWZ3uPv74+rqyv79++nefPm1KxZk549e3L+/Hml3dDQUKpXr86ZM2dwc3PDxsaGDh068Ntvv2ld/+HDh0yaNIl69ephY2NDt27dOHPmjFYdlUrFpk2b8PHxoU6dOtjZ2TFy5Eju37+v1AkJCSE5OZlJkybpJPWmpqb4+PjQunVr4uLi0v2OHj16xMyZM3F2dqZGjRp06NCBffv2adWJjY3Fx8cHR0dHateuzeTJk1m0aBHOzs6v8bsA1atXR6PRcPv27deqL4QQQuSk2NhY+vfvj4+PD4mJiUyaNEmZ8vP333+zbNkyvL29KV26dIZtXLlyhfj4eGJjY5k/fz5z5szBxMSEMWPGsG3btiyJU0b6hSD1rfljx47h4uKiNTfvRe3atdP6HBwczBdffMHAgQMpVqwYT58+1Tnn3r17fPXVV4wcOZJSpUqxfPlyvvjiC/bs2aP85X/+/DlDhw6lb9++qFQqgoKCGDRoEJs2bcLa2prExEQ8PT25f/8+Y8aMwcLCgk2bNuHp6cnGjRuxsbFRrrdw4UJcXV1ZvHgx169fZ968eRgZGbFgwQIAjh49ipWVFRYWFun2sUmTJjRp0iTdsqdPn9K9e3eePHmi9Gfnzp0MHz4cX19f5fsZMmQIly9fZty4cZQsWZI1a9Zw/vz5DK/5sn/++QeA8uXLZ1rP3t4+03I/Pz8wTP/3UgghhHgbL8/Vh9T/H0eMGIGBgQE7d+7E09OT8ePHU7duXby8vKhWrRq2trZERkYq7wfeu3dPq63GjRvTsGFDrVH9mTNnMnz4cObOnUvVqlUxMDB4ZXxqtTrDepL0C0HqSHpiYqLWHLxXKV26NF5eXujp6QGpL/K+LCEhgdmzZ9O6dWsA7OzsaNasGUFBQXh7ewOpNxx9+/Zl4MCBANSrVw8XFxdWr17N0qVL2b59O5GRkWzZsoUaNWoA0KhRIzw8PPDz82PdunXK9T777DPmzp0LQP369fnzzz/Zv3+/Un7nzh2qVav2Jl+NIjQ0lKtXr7JlyxblRqNx48Y8fvyYBQsW4ObmxqlTpzh16hSrVq1Sbh7q1q1Ls2bNdNrTaDRajzkfPnzIkSNH2LRpEy1btsTMzOyt4hRCCCHeJ1NTU5ycnChcuDBOTk4MHz6cwMBAbt++TVRUFL6+vjx58gRAeZKemJjIkydPMDU1RV9fn1atWum0W7BgQZo0acKmTZu4efNmhu8Uvi5J+oUA5a5YrVa/9jmffvqpkvBnpECBArRo0UL5XLJkSWrXrq0zNcfNzU35tZGREU2aNOHAgQNA6sYflpaWVKtWTStJbtq0KatWrSIpKQkjIyMAatWqpdVu6dKltZ5AGBgYvFEfX3T69Gk+/vhjrScLabEfOXKEa9eucfLkSQoWLKi1TFnhwoVp0qSJzk3RyZMnsbKy0jpmYGCAi4sL06ZNe2U8r1olKSIigkdPk17ZjhBCCPG6VCqVzrG0Efu0MldXV4KDgzlx4gQpKSmMHTtW55ytW7eydetWDhw4QLly5TK8XtWqVQEoVapUutd+WURERIZlkvQLARQrVgwTExP+/fffDOuk3Z2bmpoCqQn8q5QsWVLnMZuZmRnR0dFax16e+mJmZsbjx4+B1Hn0d+7c0UmQ0zx8+BBLS0sAjI2Ntcr09fV5/vy58vmjjz7KtI+JiYnEx8enO8r++PFjzM3NdY6nHYuNjeXhw4eUKFFC52YovfNsbGyYMmUKAHp6ehgbG1O2bFkKFSqUYXxCCCFEbnD16lUGDBhAv379dKabxsfHo6enx5QpU3Re3L137x7jx4/H3d2ddu3aYWFhQUxMDH379qVVq1YMGzZMq35UVBRApjcGr0uSfiH+X4MGDQgLCyMxMTHdef3r169n+fLl/PTTT6/d5qNHj3SO3b9/X+eG4fHjx1rHXqxTpEgRKleujK+vb7rXKFGixGvH06BBA4KCgrh37166iXjacp7r1q2jXr16WmVFixZVliJ70X///afEUapUKR48eIBGo9FK/F98mTiNiYmJMl1JCCGE+JB8/PHHxMbGsmnTJmxtbSlQoAAAt27dYt++fdSpU0dZs/9FaYN+5cuXx8nJCUhdLCQ2NpYtW7bg6empDC7evn2b0NBQHB0dX/u9uMxI0i/E/+vTpw/79u1jyZIleHl5aZX9+++/ykuzH3/88Wu3+ezZM06cOKEk0Pfu3ePMmTP069dPq96hQ4fw8PAAUkfbDx06RP369QGoU6cOR44coVSpUsqIPsDixYv5999/M7wZSE/37t3ZuHEjc+bMYeHChVor+MTGxrJixQrKlCmT7j9UDg4O/Pzzz/zxxx9aU3x2796NhYUFH3/8MXXq1MHf35+jR4/SqFEjAJKSkjh69KjyD+L7VMTIQFlTOS97+dFyXiZ9zZvyS1/zSz8h7/fV0NCQSZMm4eXlpSyF/csvv7Bx40b09PSYPHnyG7U3ZcoUhg4dSteuXenUqRPx8fFs3LgRQ0NDpk6dmjUxZ0krQuQBdnZ2DB06lICAAK5du4a7uzvFixfn0qVLBAYGoq+vr6yC8ya8vb0ZM2YMpqamBAQEYGpqSq9e2omor68viYmJlCtXjnXr1hEfH8/gwYMB6NChAyEhIfTp04dBgwZhaWnJ4cOHWbduHcOGDXvlewUvKl++PFOmTGHy5MncuXOHLl26YGlpSVRUFOvWrePu3bsEBQWl++Z/+/btCQ4OZsiQIYwcORJLS0t27drFkSNHmDVrFvr6+jg6OuLo6MiECRMYPXo0FhYWypOFN3lJWgghhMjt3N3dKVCgAAEBAQQGBmJiYkLdunUZPXo0lSpVeqO2XFxcWLZsGatWrWLhwoUYGxvj4ODAmDFjsmyXXkn6hXjB8OHDsbKyYuPGjcyePZsnT55QpkwZWrZsycCBA994sygDAwN8fHyYP38+jx49wtHRkaVLl+pMyZk8eTLLly/n9u3b2NjYEBISovyDYWJiwsaNG/n666+ZN28e8fHxlC9fnsmTJ9OzZ8837qOHhwcVK1YkKCiIRYsW8eDBA0qVKkWdOnX48ssvM3ySUbhwYUJCQvj6669ZuHAhT58+pWrVqvj7+9O8eXOl3pIlS5gzZw7z5s1DT08PNzc3ihQposxLFEIIIfKK1q1bK0n56zzVKFeuXLrLfkJq4u/i4pKl8b1IT6PRaLKtdSHyMX9/f1asWMGFCxcyrBMaGoqPjw+//vprppt2fChu3brF77//jouLi7KiEKTeaJQuXZqAgID3FktERARqtZratWu/t2vmlLz+GP1F0te8Kb/0Nb/0E6SvOSVt9Z6Xd7wHGekXQmQxb29vWrVqRbt27dBoNPz000+cP38+3SXLhBBC5A5Hjx5lxYoV/PXXX+jr62Nra8uoUaOoWbMm0dHR6e638qINGzbg6OgIpC6pPHv2bK5cuULx4sVxcXFh+PDhsv9KDpOkXwiRZcqWLcvKlStZtmwZw4cP5/nz53z22WesWbNGZzUgIYQQucOpU6cYMGAAn376KaNHjyYlJYVvv/2Wnj178u2331KlShXmz5+vc15iYiIzZ86kZMmSfPbZZ0DqRpX9+vWjcOHCdOrUCUtLS4KCgjh58iSbNm2iWLFi77t74v/J9B4hRJ4k03vyJulr3pRf+ppb+9muXTseP37Mnj17lL1S7t27R+vWrbGystLa+f1Fs2fPJiQkhODgYGWtejc3N27cuMGSJUsoU6YMKpWKq1ev4u7uTq9evZTd6POS3PT7mtn0Hn2dI0IIhbOzM1999dU7teHv70/16tUzbFOlUrF8+XKd8/766y/q1KlDixYtiImJITo6GpVKxfbt298pnpcdPHgQlUpF165d0y2fMGECrq6ub9Rmr1698PT0zILohBBCZKfHjx9z6dIlWrZsqbU5orm5OXXq1OHcuXPpnhcZGUlISAjt27dXEv7o6GguX76Mu7s7ZcqUUepWrlyZpk2bsnXr1uztjMiUTO8RIhe6cOECffr0wdzcnKCgIEqVKkVSUhKbN2+mQoUKWXqt0NBQqlatyrlz57h06ZLyiDYviE1SYzA2OKfDeI9O5XQA75H0NW/KL33NHf1Uf90LU1NTfv7553R3Q3/48GG6SzgD+Pn5YWxszKhRo5RjMTExAFStWlWnfoUKFdi3bx+3b9/WuiEQ74+M9AuRy1y6dIk+ffpQqlQpgoODlWVCjYyMqFmzZpa+CPXgwQMOHz7Ml19+SenSpfn++++zrG0hhBC5n4GBARUrVtTa/BFS/y86e/YsdnZ2OudcunSJQ4cO0bVrV62lrAsXLgxAfHy8zjlpO9TfvXs3C6MXb0KSfiFeITk5mXnz5uHk5ETNmjXp168fN2/eVMo3b95Mhw4dqFmzJjY2NrRv3569e/e+1bUuX76Mp6cnlpaWbNiwAXNzc6Usvek9t27dYtSoUdSpU0eJ7cqVKzrnrF+/nhYtWuDo6MiePXuU8h07dgBQv3593Nzc2L59O0+fPs00RmdnZ5YuXcrMmTOpXbs2devWZdq0aTrnaTQaVq1aRZMmTbCxsaFr166cP39eq87evXvp1q0bdnZ2WFtb06pVK7799ts3/+KEEEJkmfj4eGXu/cCBA3XKv/vuOwwMDHT2iqlcuTKmpqbs3buXF18ZTUxM5NixY0DqLu0iZ8j0HiFeYefOnTRs2BBfX1/u3bvH3LlzGTt2LN9//z0bNmxg3rx5jBgxAjs7Ox4/fsyaNWsYO3YsNWvW1Bk5yczff/9N7969lV1sX97A62UPHjygW7duFC5cmGnTplGwYEHWrl1L9+7d2bp1K2XLllXq+vn5MXXqVAoVKkSdOnWU41u3bqVJkyYUK1aM9u3bs2bNGnbv3o2Hh0em1w4ODqZKlSosWLCAmzdv4ufnx71797TW4T916hTPnj1j8uTJJCcn4+vry5dffsnhw4cxMDDgwIEDjBgxAk9PT0aMGMGzZ8/49ttvmT59OtbW1tjY2GQaQ9oc0oz4+fmBYcFM6wghRH6W3iZRiYmJzJgxg0uXLuHh4UGxYsW06iUmJrJ9+3bq1KlDXFycThtubm589913+Pr60q5dO65du0ZISAhxcXFA6mBVkSJFsrdj71lCQgKQ/vf5vqnV6gynZEnSL8QrlClThmXLllGgQAEArl+/zooVK0hISCA6Opr+/fszePBgpX7ZsmXp0KEDZ8+epVWrVq91jWvXruHp6cnDhw8xNDTkdRbVCgoK4vHjx3z//ffKxl4NGjTA1dWVFStWMGvWLKVuq1at6NChg9b5f/31F5cuXWLEiBFA6ghNzZo12bx58yuTfgMDA9auXYuJiYnyeebMmfz99998+umnABgbG7NmzRqKFi0KQGxsLJMmTSIqKooqVapw9epVOnTogI+Pj9KunZ0djo6OnDp16pVJvxBCiKwVFxfHzJkzuXjxIi4uLvTq1Uunzp9//snTp0+pX79+um106dKF+Ph4du7cyfHjxwFwcHCgY8eOBAUFYWpqmq19EBmTpF+IV6hZs6aS8EPqFtqQmsROnDgRgCdPnnDt2jWuX79OWFgYkDot6HXt3LmTmjVrsnDhQgYMGMDEiRNZuXJlpuecOHECKysrzM3NSUlJAcDQ0JD69esr/9CmSe+lqtDQUIoXL46dnR1PnjwBoGXLlsybN48LFy5orTj0MmdnZyXhB2jevDkzZ84kPDxcSfqrVq2qJPzwv+8t7Vppj4zj4+OJiorixo0b/Pnnn8DrfXfh4eGZlkdERPDoqTxGFkKIjLy4xOT9+/fx9vbm4sWLdOnShenTp6Onp6dzzubNmylQoADdu3fPMIFfsGABHTt25Pbt2zg4OFC2bFn8/PwwMDCgQYMGFCyYt57C5sYlO9MjSb8Qr/Dyigb6+qmvwmg0Gm7cuMGUKVM4ceIEBQoU4JNPPlFWv3mTLTBsbGwIDAzE1NSUL7/8kqVLlxIcHJzuKEuaR48ecf36daysrHTKXrxJAShZsqTW56SkJHbt2sWjR4/S3TRr8+bNTJ8+PcNrv/jiFqC8XJyW0EPG39vz58+B1OlJU6dOZf/+/ejp6fHxxx8ra+rL9iFCCPH+xMXF0a9fPy5evIinp6fWE9iXnT17lho1amSY8O/atQsLCwtKlChBiRIllKmmp0+fxsrKKs8l/B8SSfqFeEvPnz9n4MCBFCxYkB9++IFq1aphaGjIlStX3ngt/aZNmyr/gA4ePJhff/2V+fPnU6dOnQyX0DQ1NaVu3bqMGzfujWM/cOAAjx49Yvbs2ZQvX16rLDAwkJ07d+Ll5aU1mv+itFUY0ty/fx/gjVYWGjduHFFRUaxfvx47OzuMjIx4+vQpW7ZsebPOCCGEeCczZszg4sWLfPHFF5km/MnJyVy5coUuXbpkWGf9+vU8e/aM+fPnK3PLDx8+zJkzZ/D19c3y2MXrk6RfiHcQFRXFlClTqFGjhnLsyJEjwNuPVhsYGDB//nzatWvHmDFj+PHHH9NdP9nBwYE9e/ZQuXJlZZk0gMmTJ2NiYqIV08tCQ0MpW7YsHTt21Hl8+/TpU3799Vd2795N586d0z3/6NGjpKSkYGiY+k/I3r170dPTo27duq/dzzNnztC9e3ccHR2VY2nfXdrTgHdVxMgA9dcZPy3JK3LTo+XsJn3Nm/JLX3NjP69evcr27dspUqQI1apVS3fQyt3dHYDbt2+TnJyc6Tr7AwYMYMSIEcyYMYN69eqxe/du1q1bR4MGDXBzc8u2fohXk6RfiLekr69P2bJl2bBhA6VKlcLU1JSjR4+yYcMG4H9v87+NihUrMn78eGbMmMHcuXOZMWOGTp0+ffqwbds2+vbti6enJ0WLFmXbtm1s376dOXPmZNh2TEwMv/32G3379k13vmaDBg0wNzdn06ZNGSb9t27dYtiwYXTv3p1r166xePFiPDw8dJ4aZMbGxoYdO3ZQrVo1LC0tOXv2LKtXr0ZPT++Vy4YKIYTIGqdOpW4UFhsbm+Eof1rSn/aUN7OXcVu0aMGiRYvw9/cnMDAQCwsL+vXrx6BBgzJcVUa8H5L0C/EOli9fzuzZs/Hy8sLIyIgqVaqwYsUK5syZo4xkv60ePXpw6NAhNm/eTP369XXm7ltaWrJp0yYWLVqkLIv5ySefsGjRItq0aZNhu9u3b0etVmdYx9DQkDZt2hAUFKS8WPsyNzc3jI2NGTlyJKampvTt25ehQ4e+Uf/mzZvHzJkzlRuaihUrMn36dHbs2MGZM2feqC0hhBBvp1u3bnTr1u216trY2LzWspRt2rShSpUqQO56qpHf6WnkjTkhxBtwdnamXr16zJ49O6dDyVRERARqtVp5OTgvy41TBrKL9DVvyi99zS/9BOlrTklbvadmzZo6ZbIjrxBCCCHylaNHj9K9e3dsbW2xs7PD09NTZ6nD16kDcPPmTYYNG4aDgwMODg54eXnx4MGD99MRId6AJP1CCCGEyDdOnTrFgAEDiI2NZfTo0QwdOpQbN27Qs2dP/vjjj9euA/Dw4UN69+5NREQE/fv3p0+fPhw8eJA+ffqQlCT7hIjcReb0CyFei0ajQU9Pj4MHD+Z0KEII8dbmzJlDmTJl+P7775WV0dq1a0fr1q3x8/Nj3bp1r1UHUpenvHPnDjt37qRy5coA2NraKgstZLQYghA5QUb6hRCvdOjQIby9vXM6DCGEeCePHz/m0qVLtGzZUmspZHNzc+rUqcO5c+deq06a3bt34+DgoCT8AE5OTlSqVIndu3e/n04J8ZpkpF8I8UpBQUGo1eqcDuONxSapMRgbnNNhvEencjqA90j6mjdlT1/T9uswNTXl559/Tnfvk4cPH2JgYPBadSD1BuLmzZu0aNFCp56VlRWHDx/O2k4I8Y4k6RdCCCFEvmBgYEDFihV1jl+6dImzZ8/SoEGD16oDqXueQOryyS+zsLAgLi6O2NhYihQpkqV9EOJtyfQeIUSmevXqxYkTJzh16hQqlYqwsDBUKhW//fYbXbt2xcbGhtatW7Nr1y6t83bt2kXbtm2xsbGhXr16jBs3TvlPElI3L1uwYAHNmzfH2tqaWrVq0a9fPy5duvS+uyiEyMfi4+OV6YsDBw587Trx8fEA6T4RKFiwIPBumzQKkdVkpF8IkampU6cyYcIE1Go1U6dO5f79+wCMHj0aDw8PhgwZwvbt2xk7dizGxsa4uLhw5swZvLy8GDJkCA4ODty+fZsFCxYwbtw4goNTp9t4eXlx7tw5xowZQ/ny5bl+/TpLlixh3Lhx7Ny5M93dgl9kb2+fabmfnx8YFsyaL0EI8UHLaEOpxMREZsyYwaVLl/Dw8KBYsWI6dTOq888//wBw584dnXPSluyMiopSdrGF/90EvM4GVx866WvOUKvVGe58LEm/ECJTVapUwdTUFLVaTc2aNQkLCwOgVatWeHl5AdCoUSOioqJYsWKFkvQbGxszcOBAjIyMAChevDh//vknGo2GpKQknj59yuTJk2nZsiUADg4OxMXFMW/ePB4+fIiZmVnOdFgIkS/ExcUxc+ZMLl68iIuLC7169XqjOmkj/OktzZmYmKhVR4jcQJJ+IcRbcXNz0/rcokUL/Pz8ePr0KXXq1MHPzw83NzeaN29O48aNadCgAY0bNwZSH30HBgYCqfNio6Ki+Oeffzh06BAAycnJr7x+eHh4puURERE8eirrZAshdHdKvX//Pt7e3ly8eJEuXbowffp0naeLr6pTpkwZAPT19XXaT0lJoWjRotja2modz007t2Y36WvOSG8DuTQyp18I8VZKlSql9dnMzAyNRkNsbCx2dnasXr2acuXKsW7dOnr06EGjRo2UqT2Quttlq1ataNSoEUOGDGHHjh3KUwGNRvNe+yKEyD/i4uLo168fFy9exNPTkxkzZugk/K9Tp2jRopQrV46//vpL5xoXLlzA2to6W/shxJuSpF8I8VZenKcKqaNiBgYGFC9eHICGDRsSGBjI6dOnWblyJVWrVmXWrFmcP3+eGzduMHToUKpXr87+/fs5e/Ys3377LU2bNn3/HRFC5CszZszg4sWLfPHFF/j4+Lx1HYDmzZtz4sQJrl69qhw7fvw4UVFRtG7dOstjF+JdyPQeIcQrGRgY6KzTf+jQIWxsbJTP+/bto1atWhgZGbFgwQLCwsLYsmULhQoVomnTppQpUwZ3d3fu3LnDjRs3SExMZPDgwZQvX15p4+jRowA8f/48S+IuYmSgrM+dl+WmR8vZTfqaN72vvl69epXt27dTpEgRqlWrxvbt23XqWFtbv7KOu7s7AAMGDGD79u14enrSt29fEhMTWbt2LVZWVkodIXILSfqFEK9UpEgRwsPDOXHiBHFxcQAEBgZibGxM9erV+fHHH7l06RLr168HUnekDAwMZMKECbRt25bk5GTWrl1LiRIlcHBw4OHDhxgaGrJgwQI8PT1JTEwkNDRU2czm6dOnOdRTIURedupU6uZfsbGxGY7gT5s27ZV10hJ6MzMzQkJCmDt3LkuXLlVWMPPy8lKmKwqRW0jSL4R4pT59+vD7778zYMAA5s+fD4CPjw9btmxh2bJlVK1albVr1+Lg4ABA/fr1WbRoEWvXrmXYsGHo6elRu3ZtNmzYQNGiRSlatChff/01AQEBDB48mGLFilGzZk2Cg4Pp1asX4eHhWtvaCyFEVujWrRvdunV7rXqv65NPPmHNmjXvEpYQ74Uk/UKIV7K1tVVW1klbsvPTTz8lNDQ0w3Nat26d6ZzWli1bKst1vkg25xJCCCGynrzIK4QQQnxgJk2alO668i+6dOkS1tbW+Pv765SFh4fTo0cPbG1tadiwIdOnT1c2lBJC5E2S9AshhBAfkC1btrBly5ZM66SkpODj45PunhdhYWF4enoSFRXFoEGD6NmzJ3v37qVHjx48fvw4u8IWQuQwmd4jhHgjjo6OuWKrcSHyG7VazYoVKwgICHhl3VWrVvH333+nWzZr1iwMDAzYtGkTFSpUAMDFxQV3d3dWrlyJt7d3lsYthMgdZKRfCPHOevXqhUql0vqxtramWbNmzJs3j2fPngHg7OzMV199lWlbEyZMwNXV9X2ELcQHIzExkfbt2+Pv74+7uzuWlpYZ1o2MjGTFihUMGTJEpyw6OprLly/j7u6uJPwAlStXpmnTpmzdujVb4hdC5DwZ6RdCZIkaNWowadIk5XNiYiKnT59m2bJlxMTE4Ofn91rtDBkyhPj4+CyJKTZJjcHY4FdXzDNO5XQA71He7+uFgQ7KrxMTE4mLi8PPz4/WrVvj7Oyc7jlp03qcnJxo27YtS5Ys0SqPiYkBoGrVqjrnVqhQgX379nH79m3KlCmThT0RQuQGkvQLIbKEqakpNWvW1Drm6OjInTt3+OGHHzLd1fJFL44+CiFSmZqasm/fPgwNM/9ve82aNVy/fp3ly5eTkpKiU164cGGAdG+s03bZvnv3riT9QuRBMr1HCJGtqlevjkaj4fbt2wAkJyczb948nJycqFmzJv369ePmzZtKfZneI4QufX39Vyb8f//9N8uWLcPb25vSpUunW6dy5cqYmpqyd+9eNBqNcjwxMZFjx44BkJSUlHWBCyFyDRnpF0Jkq3/++QeA8uXLA7Bz504aNmyIr68v9+7dY+7cuYwdO5bvv//+jdq1t7fPtNzPzw8MC75VzELkBgkJCQDpvjifnJxMQkKCUqZWq/Hy8qJatWrY2toSGRmpTOW5d++eVhtubm589913DBw4EA8PD54/f05ISIiy2/atW7coUqRIdndPS2Z9zUvySz9B+ppT1Go1BgYG6ZZJ0i+EyBIajUZrOsHDhw85cuQImzZtomXLlpiZmQFQpkwZli1bRoECBQC4fv06K1asICEhQZl6IIR4M1u3biUqKgpfX1+ePHkCoCTxiYmJPHnyBFNTU/T19enSpQvx8fHs2rWLI0eOAODg4EDHjh0JCgrC1NQ0x/ohhMg+kvQLIbLEyZMnsbKy0jpmYGCAi4sL06ZNU47VrFlTSfgBypUrB0BsbOwbJf3h4eGZlkdERPDoqUxTEB+utL8PKpVKp6xAgQIULlxYKbt06RIpKSmMHTtWp+7WrVvZunUrBw4cUP6+LViwAG9vb/755x/KlClD2bJl8fPzw8DAgAYNGlCw4Pt9SpY2QppeX/OS/NJPkL7mlIiIiAzLJOkXQmQJGxsbpkyZAoCenh7GxsaULVuWQoUKadV7+bO+fuqrRS/OLxZCvBlvb29lhD/NvXv3GD9+PO7u7rRr1w4LCwsAdu3ahYWFBY6Ojpibmyv1T58+jZWV1XtP+IUQ74ck/UKILGFiYkKNGjVyOgwh8iVra2udY9HR0UDq+zROTk7K8fXr1/Ps2TO2bdumvBx8+PBhzpw5g6+v7/sJWAjx3knSL4TIs4oYGaD+uldOh5HtctOj5eyWH/ua1QYMGMCIESMYNGgQzZs359atW6xbt44GDRrg5uaWLdcUQuQ8WbJTCCGEyEdatGjBokWLlNWzdu/eTb9+/QgICMhw1Q8hxIdPRvqFEEKID8zBgwdfWadcuXIZPi1o06YNbdq0yeqwhBC5mCT9Qoh3Fhwc/Fr10ktUOnToQIcOHZTP8+bNy7K4hBBCCJFKpvcIIYQQudikSZPo1Svzd1MuXbqEtbU1/v7+OmUeHh6oVCqdnxEjRmRXyEKIXEhG+oUQQohcat++fWzZsgUHB4cM66SkpODj40NycrJOmUaj4erVq7i4uNC8eXOtsrJly2Z5vEKI3EuSfiFyEY1Gg56eXk6HIYTIYWq1mk2bNvHdd9+9su6qVav4+++/0y2Ljo4mISGBZs2a4e7untVhCiE+IDK9R4j/N2HChHQfgaf9HD9+PFuvf+7cOQYNGqR8jo6ORqVSsX379my75tGjR/nyyy9p0KABtra2tGrVCj8/Px4/fqxTNzw8nMGDB+Po6Ii1tTVNmjRh4sSJ3Lx5U6ter169dL47a2trmjVrxrx583j27JlSV6PRsH79elq0aIGNjQ1t27Zl586d2dZfIT4EiYmJtG/fnm+//ZYmTZpgaWmZYd3IyEhWrFjBkCFD0i2/cuUKAJUrV86WWIUQHw4Z6RfiBaVLl2bJkiXpllWpUiVbr/3DDz8o/0EDlCpVis2bN1OhQoVsuZ6vry/r1q2jTZs2TJ48maJFi3LhwgXWrl3LL7/8QnBwMCVLlgTg2LFjDBw4kJYtWzJ79myKFCnCjRs3WLt2LR4eHmzZskUrzho1ajBp0iTlc2JiIqdPn2bZsmXExMTg5+cHpI5QLl26lOHDh1OzZk2OHDnCuHHjMDAwoHXr1u/cx9gkNQZjX+8l47zhVE4H8B7lrb6+uJ9EYmIicXFxeHl50aBBA7788st0z0mb1uPk5ETbtm3T/bcr7QlAWtKfkJBA4cKFs6EHQojcTpJ+IV5gZGREzZo1czoMIHtj2bVrF9988w2TJ0+mZ8+eyvF69erRoEEDOnbsyKJFi5g9ezYAq1evplatWixatEip6+joSKNGjXB1dWXdunVMnTpVKTM1NdWJ3dHRkTt37vDDDz/g4+NDiRIl+Oabb+jWrZuS1NSrV4/z588TEhKSJUm/EB8iU1NT9u3bx9WrVzOtt2bNGq5fv87y5ctJSUlJt87ff/+NiYkJc+fOZc+ePSQkJFC+fHlGjx4tS3YKkc/I9B4h3oCzszPz5s2jV69e1KpVi7lz5wJw8eJFhg4dSt26dbGysqJRo0bMnj2bxMRE5dykpCQWL16Ms7Mztra2uLm5sWfPHiB1atEPP/zArVu3UKlUhIaGpju95+rVqwwZMoR69ephZ2dH//79uXTpklIeFhaGSqXi5MmTeHp6YmtrS/369Vm4cCFqtVqpt2bNGlQqFT169NDpo0qlYty4cVSrVk05dv/+fZ4/f65T19LSksmTJ1O/fv3X+v6qV6+ORqPh9u3bGBgYEBwczMCBA7XqFChQQOt7EyK/0dfXx9Aw8zG5v//+m2XLluHt7U3p0qUzrHflyhXi4+OJjY1l/vz5zJkzBxMTE8aMGcO2bduyOHIhRG4mI/1CvCS9ETMDAwPlBdvg4GC++OILBg4cSLFixYiJiaFHjx7UqlULX19fChQowJEjR1i3bh2lSpViwIABAIwbN44jR44wZMgQatSowS+//MKYMWMoVKgQQ4YM4fHjx/z5558EBARQoUIFEhIStGKIjIyka9euVKlShenTpwOp02O6devGli1btKYfjR07lh49ejB48GAOHTrEmjVr+Pjjj+nUqRN3797l0qVLDBw4MMOXhj09PbU+N2rUiG+++YbevXvj7u5OnTp1KF++PACdOnV67e/2n3/+AaB8+fLo6+ujUqmA1Ln99+/fJzQ0lOPHjzNjxoxXtmVvb59puZ+fHxgWfO3YhMhJ6W2ilfZvQHJyMgkJCUodtVqNl5cX1apVw9bWlsjISGJiYgC4d++eVluNGzemYcOGWqP6M2fOZPjw4cydO5eqVavmil140/qa0WZieUV+6SdIX3OKWq3O8O+0JP1CvODGjRtYWVnpHJ82bRrdunUDUuf9e3l5KQnzkSNHqF69OkuWLMHExAQAJycnfvvtN06fPs2AAQO4fPkye/fuZcqUKcroer169bhx4wZhYWE0bdoUMzMzrSk9Lyf9y5Yto1ChQgQFBSlzcuvXr4+rqytLly5l6dKlSt0uXbooL/bVrVuX/fv3c/jwYTp16sTt27cB+Oijj177exk9ejRxcXGEhoZy8uRJ5Xto3Lgxnp6efPLJJ1r1NRqN1s3Tw4cPOXLkCJs2baJly5aYmZlp1d+3b5+yZniTJk1o27bta8cmRH6zdetWoqKi8PX15cmTJwDExcUBqe8DPHnyBFNTU/T19WnVqpXO+QULFqRJkyZs2rSJmzdvUrFixfcZvhAih0jSL8QLSpcuTUBAgM7xF9ez/vTTT7VGyBs1akSjRo1ITk7mypUrXL9+ncuXL/PgwQPMzc0BOHPmDACurq5a7a5du/a1YwsPD8fZ2VnrJTwTExOcnZ3Zv3+/Vt1atWrp9Ovp06cAyrSB9KbrZMTIyIiZM2cycuRIfv31V06cOEFYWBibN28mNDSUxYsX4+LiotQ/efKkzs2TgYEBLi4uTJs2Taf96tWrExISQmRkJEuWLGHgwIFs2LAh05jCw8MzLY+IiODR06TX7qMQOSntqdeL0kYNCxQoQOHChZU6ly5dIiUlhbFjx+qcs3XrVrZu3cqBAwcoV65chterWrUqkLpgQHrXft/S+pobYslO+aWfIH3NKRERERmWSdIvxAuMjIyoUaNGpnXSVrRJ8/z5cxYtWsTGjRtJSEigTJky2NjYULBgQTQaDQCPHj1K99w38fjxY+Um4uV40kb50hgbG2t91tfXV5L8MmXKoKenx61btzK81sOHDylUqJBOO+bm5nTs2JGOHTsCqe8QjBs3jmnTptGsWTPlZsjGxoYpU6YAoKenh7GxMWXLlqVQoULpXq98+fKUL1+eOnXqYGpqire3N+fOncPOzi6zr0SIfMnb21sZ4U9z7949xo8fj7u7O+3atcPCwoKYmBj69u1Lq1atGDZsmFb9qKgogExvDIQQeYu8yCvEO1q9ejXr169n8uTJhIeHc/jwYZYuXao1haVIkSIAPHjwQOvcy5cv8/vvv7/WdYoWLcq9e/d0jt+9e5fixYu/drwlSpTAysqKo0ePKjclL5s/fz5OTk7ExcXx+++/K9OVXubo6Ei/fv24e/eu1tr+JiYm1KhRgxo1amBtbU2VKlV0Ev5Hjx6xbds2ZS5ymurVqwPoHBdCpLK2tsbJyUnrJ+3pXvny5XFycqJgwYJYWloSGxvLli1btAYGbt++TWhoKI6OjlhYWORUN4QQ75mM9Avxjs6cOYNKpaJDhw7KsZiYGC5fvqzMz69duzYAhw4donPnzkq9tCUxg4KCXvkyXZ06dTh06JDWOtsJCQkcOnQIBweHN4q5b9++jBkzhm+//VZnBZ+//vqLPXv24OLigqmpKRUrViQhIYENGzZQr1499PW1xwqioqKwtLR8oxsPSH1CMmHCBIYMGaLM5weUm4u06QfvooiRgdb653lVbnq0nN3yU1+zwpQpUxg6dChdu3alU6dOxMfHs3HjRgwNDbWW2RVC5H2S9AvxjmxsbFi+fDlr1qzB1taW69evs2rVKpKSkpR59NWqVaN58+bMnTuXhIQEVCoV+/fv59SpUwQGBgKpTwPu3bvHr7/+qrVcZpqhQ4fSuXNnPD09GTBgABqNhrVr15KQkMDQoUPfKOY2bdpw7NgxZs6cye+//07z5s0pVKgQ586dY/369Xz00UdMnjwZgGLFijF+/HhmzJhB9+7d6dy5M+XLlyc2NpZffvmFbdu2aa3f/7rMzMzo3r07q1evxtjYmBo1anDmzBlWrVpFp06ddF4OFkK8ORcXF5YtW8aqVatYuHAhxsbGODg4MGbMGNmlV4h8RpJ+Id7RoEGDePjwIUFBQcTGxlKmTBnc3d3R09Nj9erVxMXFYWpqytdff82SJUv45ptvePz4MZUrV2bFihU4OTkBqSvuHD58mKFDhzJq1ChatmypdR2VSsXGjRtZtGgRXl5e6OvrY29vz+bNm99qVHzOnDk4Ojryww8/MHnyZBISEihXrhw9e/akb9++FC1aVKnbo0cPPvnkEzZs2MCiRYt49OgRJiYm2NjYEBQU9MZPGtL4+PhQpkwZfvjhB/z9/SldujTDhw+nf//+b9WeEHnRwYMHX1mnXLlyGS4X6OLiovWivRAif9LTZDSpVwghPmARERGo1WplalVelp+mvEhf86b80tf80k+QvuaUtNV70qYXv0he5BVCCCFeMGnSJHr1Sv9dkMePH+Pk5ERoaOgr21mwYAEqlYro6OisDlEIId6YJP1CCCHE/9uyZQtbtmxJtywpKYlRo0Zx//79V7bzxx9/sG7duqwOTwgh3prM6RdCCJHvqdVqVqxYke7mfJC6ItfIkSM5d+7cK9tKSkrCx8cHfX191Gp1VocqhBBvRUb6hcgjnJ2d+eqrr3I6jDeyY8cO3NzcsLW1pUWLFmzYsCHDvQOEyC6JiYm0b98ef39/3N3dsbS01Co/duwYLVu2JDIyMsNpPy/y9/fn4cOHdOnSJbtCFkKINyYj/UKIHLFz507Gjx9Pnz59mDhxIr///jvz5s0jMTGRAQMGZMk1YpPUGIwNzpK2PgyncjqA9+jt+/ry3g2JiYnExcXh5+dH69atcXZ21iq/evUqjo6OTJw4kdu3bxMcnPGfqT///JPAwEC+/vprrly58tYxCiFEVpOkXwiRI1atWkXTpk2ZMGECAPXq1eOff/4hJCQky5J+IV6Hqakp+/btw9Aw/f8Su3XrRu/evYHU3WwzkpSUxMSJE2nWrBmtWrXC398/W+IVQoi3IdN7hMijQkJCUKlUBAUFAbB37166deuGnZ0d1tbWtGrVim+//VapHxYWhkql4rfffqNr167Y2NjQunVrdu3apdSJjo5GpVKxZ88e+vfvj62tLc2aNVOukebBgwdMnTqVpk2bYm1tjYODA8OHD+fWrVtKHX9/f53pSAUKFCAxMTE7vg4hMqSvr59hwg9gZGT0Wu0sW7aMmJgY2elWCJEryUi/EHnQtm3bmDVrFl5eXvTu3ZsDBw4wYsQIPD09GTFiBM+ePePbb79l+vTpWFtbY2Njo5w7evRoPDw8GDJkCNu3b2fs2LEYGxtrbe4zdepUXF1d8ff358iRI8yZMwc9PT2++OILNBoN/fv3Jz4+nnHjxmFubk5kZCSLFy9m2rRprFmzBoBKlSop7T169EjZ3bdv376v1Ud7e/tMy/38/MCw4Jt8bSKfyGgTqzTJyckkJCSkW+/mzZsA3LlzR6v86tWrrFmzhuHDh3P//n3u37/PvXv3ALh27Rrx8fFvHGdCQsJrxZsX5Je+5pd+gvQ1p6jVagwMDNItk6RfiDzml19+YeLEiYwaNYp+/foBqQlJhw4d8PHxUerZ2dnh6OjIqVOntJL+Vq1a4eXlBUCjRo2IiopixYoVWkm/ra0tc+bMUer8999/rFy5kp49e/Lff/9hYmLCpEmTqFWrFgCOjo7cuHGDH374QSfe8+fP07FjRwCsra3p06dPFn8jQmSvlJQUFi9ejEqlwt7enidPngAoT63SduU2MTHJyTCFEPmcJP1C5CF//PEH27dvp0KFCgwaNEg5PnDgQADi4+OJiorixo0b/Pnnn0DqqOaL3NzctD63aNECPz8/nj59qhz7/PPPteo0b96cvXv3EhUVReXKlQkODkaj0RAdHc3169e5du0aZ8+e1bkWQOnSpdmwYQO3bt1i8eLFdO/ena1bt1KwYOaj9OHh4ZmWR0RE8OhpUqZ1RP70ql0zCxQoQOHChdOt9+jRIyD1z21aedqfc4CePXvqnDN69GgcHBwyfQE4Pblpl8/sll/6ml/6CdLXnJK2I296JOkXIg+5fPkyTZs25dChQ/zwww906tQJ+N8c+/3796Onp8fHH39M7dq1AXSWyCxVqpTWZzMzMzQaDbGxscqxl5c0LFmyJIAywrljxw4WLVrE7du3KV68ONWqVcPY2Djd5TjNzc0xNzcHoHz58vTs2ZNffvlF58ZCiNzKwsIi3Y24tm3bxvbt21mwYAGffPJJDkQmhBD/I0m/EHlIkyZNWLlyJcOGDWPBggU0bdoUc3Nzxo0bR1RUFOvXr8fOzg4jIyOePn2a7s6jjx49okKFCsrn+/fvY2BgQPHixfnvv/8AePjwodY5aXOXS5YsSXh4ON7e3vTu3Zs+ffooNwjz589XRiASExP55ZdfqF69ulYyVL16dSB1IyQhPhQFCxbEyclJ5/iZM2cAqFWrFuXKlXvfYQkhhBZJ+oXIQ9JGzL/66itat27NrFmzWLx4MWfOnKF79+44OjoqdY8cOQLA8+fPtdo4dOiQ1hz/ffv2UatWLa0VTA4fPkzr1q2Vz3v37qVs2bJUqFCBvXv38vz5c4YPH67MYVar1Rw/fly5lqGhIdOnT8fZ2RlfX1+lnd9++w2AqlWrZsn3UcTIQGdN9rwoNz1azm75qa9CCJGVJOkXIg8qU6YMw4YNY/78+bRr1w4bGxt27NhBtWrVsLS05OzZs6xevRo9PT2tufoAgYGBGBsbU716dX788UcuXbrE+vXrters2rULc3NznJycOHjwIL/88gsLFiwAUG4YZs6cSbt27Xj8+DEbN27k0qVLaDQanj17hrGxMYMHD2b+/PlYWFhQv359IiMjCQgIoH79+jRo0OC9fE9CCCFEfiFJvxB5VO/evdm2bRvTp08nJCSEmTNnMmPGDAAqVqzI9OnT2bFjhzIFIY2Pjw9btmxh2bJlVK1albVr1+Lg4KBVZ9SoURw7doyQkBAqVKjAokWLaNOmDZC6Us+UKVNYt24du3fvxtzcHEdHRwICAhg6dCjh4eE0aNCAfv36UbRoUTZs2MCGDRsoUaIEXbp0YcSIEejp6b2fL0mIdBw8eDDDMkdHx9delm/48OEMHz48q8ISQoh3Ikm/EHnEy4mKoaEhO3fuVD6vXLlS55y2bdvqHPv0008JDQ3N9FqWlpZs2LAhw/IePXrQo0cPneMvJ0udOnVSXjYWQgghRPaRHXmFEEIIYNKkSfTqlf47II8fP8bJySndG+KkpCSWLVtGixYtsLW1pX379lo7WQshRG4gSb8QQoh8b8uWLemuZgWpSf2oUaO4f/9+uuVTp04lICAABwcHJkyYgLm5OWPHjmXTpk3ZGbIQQrwRmd4jhABeb65yuXLlcsU240JkFbVazYoVKwgICEi3PCYmhpEjR3Lu3Ll0yyMjIwkNDaV///6MHz8egK5du9K5c2cCAgLo0qWLvKMihMgVZKRfiGz0+++/M3bsWBo3boyNjQ2urq7MmDHjlevQh4WFoVKpXrnrbE6aMGECKpUKZ2fnDOuMGzcOlUrFhAkTlGPOzs6oVCqtn2rVqlGnTh26d++uLCUqRHZLTEykffv2+Pv74+7urrPp3LFjx2jZsiWRkZEZTvv577//sLKyokOHDsoxPT097O3tuXv3boZPB4QQ4n2TkX4hsklQUBC+vr44OTkxfvx4LCwsuHr1KmvXrmXfvn2EhIRQsWLFdM+1srJi8+bNVKlS5f0G/Yb09PS4desWf/zxh9ba/pCaUGW0CoqzszODBg1SPqekpHDz5k3WrFnDkCFD+OGHH/jss8/eOb7YJDUGY4PfuZ0Px6mcDuA9eru+vrhvQ2JiInFxcfj5+dG6dWudG9irV6/i6OjIxIkTuX37NsHBun+WGjZsSMOGDXWOR0ZGUrhwYYoVK/ZWcQohRFaTpF+IbHDmzBnmzZtH7969tUa5HR0dadasGe7u7kybNk1n/fs0pqam1KxZ8/0E+w7KlStHUlISP//8s07Sf+TIEQwNDfnoo490zjMzM9Ppn729Pba2trRq1YodO3ZkSdIvRGZMTU3Zt28fhobp/1fYrVs3evfuDcDt27df2V5iYiLXr18nJCSE3377jVGjRlGgQIEsjVkIId6WTO8RIhsEBgZSvHhxRo8erVNmaWnJhAkTqFevHikpKTg7OzNv3jx69epFrVq1mDt3rs70Hn9/f1xdXdm/fz/NmzenZs2a9OzZk/PnzyvthoaGUr16dc6cOYObmxs2NjZ06NBB2eU2zcOHD5k0aRL16tXDxsaGbt266azVr1Kp2LRpEz4+PtSpUwc7OztGjhypM1VBT0+P5s2bs3fvXp1+7tmzB1dX1wwTqvQUKVJEaVeI7Kavr5/pn88Xd6F+Hd9++y1ubm5s3ryZWrVq0b1793cNUQghsoyM9AuRxTQaDceOHcPFxYWCBQumW6ddu3Zan4ODg/niiy8YOHAgxYoV09klF+DevXt89dVXjBw5klKlSrF8+XK++OIL9uzZQ+nSpQF4/vw5Q4cOpW/fvqhUKoKCghg0aBCbNm3C2tqaxMREPD09uX//PmPGjMHCwoJNmzbh6enJxo0btUbrFy5ciKurK4sXL+b69evMmzcPIyMjZefdNK1atSI4OJjz589jbW0NwNOnTzl8+DDLli3j1CndaRgajYaUlBTlc3JyMv/88w/z58/H0NBQ2egrM/b29pmW+/n5gWH637/IvzJ7ET05OZmEhIR069y8eROAO3fuZNhGyZIlmThxIjdv3uTHH3/E3d2dBQsWULRo0beKNSEh4ZUx5xX5pa/5pZ8gfc0parUaAwODdMsk6Rciiz18+JDExMR0p7VkpHTp0nh5eSkj3GFhYTp1EhISmD17Nq1btwbAzs6OZs2aERQUhLe3N5CaTPft25eBAwcCUK9ePVxcXFi9ejVLly5l+/btREZGsmXLFmrUqAFAo0aN8PDwwM/Pj3Xr1inX++yzz5g7dy4A9evX588//2T//v06cdWqVQtLS0v27t2rJP2HDx+mUKFCODo6ptvfH3/8kR9//FHrmKGhITVq1OCbb76hevXqr/3dCZFbqFQqAOrWrUvlypWZNm0aO3fuTHejOiGEeN8k6Rcii6XdYavV6tc+59NPP33llJYCBQrQokUL5XPJkiWpXbu2ztQcNzc35ddGRkY0adKEAwcOAHDixAksLS2pVq2a1kh706ZNWbVqFUlJScqUhlq1amm1W7p06XSfQOjp6dGiRQt+/vlnxo4dC8BPP/1EixYtMhxtaNasGV9++SUA169fZ+HChZQuXRp/f38sLCwy/R7SvGplo4iICB49TXqttkT+kZaYp6dAgQIULlw43TqPHj0CUv8eZNbGi9f5+uuviYmJea366UkbNXzb8z8k+aWv+aWfIH3NKRERERmWyZx+IbJYsWLFMDEx4d9//82wTlxcHHFxccrnkiVLvrLdkiVL6iTRZmZmPH78WOvYy0nzi3UePXrEnTt3sLKy0voJCAggOTmZhw8fKucZGxtrtaOvr8/z58/Tja1Vq1bcuHGDixcvEh8fz6+//prpFJ0SJUpQo0YNatSoweeff87atWu5ePEiAwcOJClJEnXx4Vi9ejVOTk46fw9TUlJ49uxZhlP8hBDifZORfiGyQYMGDQgLCyMxMTHd//TXr1/P8uXL+emnn167zbSRxhfdv39f54bh8ePHWsderFOkSBEqV66Mr69vutcoUaLEa8fzIjs7O0qXLs3PP//Mp59+SrFixahdu/Zrn1+lShVGjBjB/PnzCQgIYMyYMW8VhxDvW4UKFbh//z6bN29WptUBhISEkJycTNOmTXMwOiGE+B9J+oXIBn369GHfvn0sWbIELy8vrbJ///1XeWn2448/fu02nz17xokTJ6hXrx6Q+mLvmTNn6Nevn1a9Q4cO4eHhAaQuIXjo0CHq168PQJ06dThy5AilSpXS2oho8eLF/PvvvxneDLxK2hSfffv2ce3aNVq1avXGK/D07t2bbdu28c0339ChQ4cM9zB4E0WMDLTWZc+rctOj5eyW2/raokUL6tevz+LFi4mOjqZ69epERESwbds2GjRoQNu2bXM6RCGEACTpFyJb2NnZMXToUAICArh27Rru7u4UL16cS5cuERgYiL6+vs4qOK/D29ubMWPGYGpqSkBAAKampjo7hfr6+pKYmEi5cuVYt24d8fHxDB48GIAOHToQEhJCnz59GDRoEJaWlhw+fJh169YxbNiwd1oqs1WrVgQFBXHz5k02btz4xucbGhoyceJEPD09mTNnDqtXr37rWIR4X/T09AgICGDJkiXs2bOH0NBQSpcuzdChQxk0aFCG77UIIcT7Jkm/ENlk+PDhWFlZsXHjRmbPns2TJ08oU6YMLVu2ZODAgZQqVeqN2jMwMMDHx4f58+fz6NEjHB0dWbp0qc6UnMmTJ7N8+XJu376NjY0NISEhVKpUCQATExM2btzI119/zbx584iPj6d8+fJMnjyZnj17vlN/a9asyUcffYSenh62trZv1Ua9evVo0aIFe/fu5dChQzI1QrxXGe0gDakb62W0HF/hwoXx8fHBx8cnu0ITQoh3pqfRaDQ5HYQQInP+/v6sWLGCCxcuZFgnNDQUHx8ffv31V2Xd/vwsIiICtVr9Ru8WfKhy25SX7PS2fZ00aRLXr18nODhY6/jNmzfx9fVV9pNo0qQJEyZMwMzMTKueh4cHf/75p067LVq0YOnSpW8Uy+uS39e8J7/0E6SvOSVt9Z6Xd70HGekXQgiRx23ZsoUtW7bg4OCgdfzhw4f07t2bpKQk+vfvj1qtJjAwUNnLIm35Wo1Gw9WrV3FxcaF58+ZabZQtW/a99UMIId6FJP1CCCHyJLVazYoVKwgICEi3fP369dy5c4edO3dSuXJlAGxtbenTpw/btm2jc+fOAERHR5OQkECzZs1wd3d/b/ELIURWknX6hfgADB8+PNOpPQABAQF4eHh8kFN7YmJisLe3f+WGW0K8rsTERNq3b4+/vz/u7u5aq1Wl2b17Nw4ODkrCD+Dk5ESlSpXYvXu3cuzKlSsAWvWEEOJDI0m/ECJH/ffff/Tv35/Y2NicDkXkIYmJicTFxeHn54evry+GhtoPth8/fszNmzexsrLSOdfKyorz588rn//++2/gf0l/QkJCNkYuhBDZQ6b3CCFyhEaj4aeffmLOnDkkJydnyzVik9QYjA1+dcU841ROB/Ae6fb1xT0ZTE1N2bdvn06ynyYmJgYg3ScAFhYWxMXFERsbS5EiRfj7778xMTFh7ty57Nmzh4SEBMqXL8/o0aMz3XlaCCFyExnpFyKPCgkJQaVSERQUBMDevXvp1q0bdnZ2WFtb06pVK7799lulflhYGCqVit9++42uXbtiY2ND69at2bVrl1InOjoalUrFnj176N+/P7a2tjRr1ky5RpoHDx4wdepUmjZtirW1NQ4ODgwfPpxbt24pdW7duoWXlxctW7Z8603BhMiIvr5+hgk/QHx8PACFChXSKUvbRTttRP/KlSvEx8cTGxvL/PnzmTNnDiYmJowZM4Zt27ZlffBCCJENZKRfiDxo27ZtzJo1Cy8vL3r37s2BAwcYMWIEnp6ejBgxgmfPnvHtt98yffp0rK2tsbGxUc4dPXo0Hh4eDBkyhO3btzN27FiMjY1xcXFR6kydOhVXV1f8/f05cuQIc+bMQU9Pjy+++AKNRkP//v2Jj49n3LhxmJubExkZyeLFi5k2bRpr1qwBoESJEvz888+UK1eOsLCw9/4difzt+fPnr6yjr586Lta5c2eeP39Ojx49lLI2bdrw+eefs2DBAtzc3GQTLiFEridJvxB5zC+//MLEiRMZNWoU/fr1A+Dq1at06NBBa/MgOzs7HB0dOXXqlFbS36pVK7y8vABo1KgRUVFRrFixQivpt7W1Zc6cOUqd//77j5UrV9KzZ0/+++8/TExMmDRpErVq1QJSNza6ceMGP/zwg9KGiYkJJiYmb91Pe3v7TMv9/PzAsOBbty8+PBltngWQnJxMQkKCUufu3bsA3LhxQ+e827dvA/Dvv//y4MED5c/xy/Xq16/Ppk2b2L9/PxUrVsyqbijSnjRk1q+8Ir/0Nb/0E6SvOUWtVmc4CCFJvxB5yB9//MH27dupUKECgwYNUo4PHDgQSJ3SEBUVxY0bN5SNhl6eT+/m5qb1uUWLFvj5+fH06VPl2Oeff65Vp3nz5uzdu5eoqCgqV65McHAwGo2G6Ohorl+/zrVr1zh79my2zd0X4k1ZWFgAqWv1v+zBgweYmJhgbGycaRvFixcH4NmzZ1kenxBCZDVJ+oXIQy5fvkzTpk05dOgQP/zwA506dQL+N8d+//796Onp8fHHHys71b68KXepUqW0PpuZmaHRaLRW13n55ceSJUsC8OTJEwB27NjBokWLuH37NsWLF6datWoYGxvrXOtdvGp5z4iICB49Tcqy64ncL7PdMAsUKEDhwoW16pQrV447d+7onBcdHY2trS0qlYqYmBj69u1Lq1atGDZsmFa9LVu2AKnLfKbdRGSl3LTLZ3bLL33NL/0E6WtOSduRNz3yIq8QeUiTJk1YuXIlrq6uLFiwgHv37gEwbtw4zp8/z/r164mIiOCnn37iq6++SreNR48eaX2+f/8+BgYGyqgm6I6Opl2nZMmShIeH4+3tTcuWLTly5AhhYWGsX78+3S3BhchJzZs358SJE1y9elU5dvz4caKiomjdujWQeoMbGxvLli1biIuLU+rdvn2b0NBQHB0dsyXhF0KIrCZJvxB5iLm5OQBfffUVycnJzJo1C4AzZ87QsmVLHB0dMTIyAuDIkSOA7guNhw4d0vq8b98+atWqpZwHcPjwYa06e/fupWzZslSoUIFz587x/Plzhg8frjwRUKvVHD9+/LVenhTifRkwYADFihXD09OTdevWsXLlSkaMGIGVlZXWzrtTpkzhzp07dO3alaCgIJYvX46HhweGhoZMnTo1B3sghBCvT6b3CJEHlSlThmHDhjF//nzatWuHjY0NO3bsoFq1alhaWnL27FlWr16Nnp6e1lx9gMDAQIyNjalevTo//vgjly5dYv369Vp1du3ahbm5OU5OThw8eJBffvmFBQsWACgvBc+cOZN27drx+PFjNm7cyKVLl9BoNDx79uyVc6WzShEjA6212/Oq3PRoObtlZV/NzMwICQlh7ty5LF26VFmlysvLS+sm18XFhWXLlrFq1SoWLlyIsbExDg4OjBkzRnbpFUJ8MCTpFyKP6t27N9u2bWP69OmEhIQwc+ZMZsyYAUDFihWZPn06O3bs4MyZM1rn+fj4sGXLFpYtW0bVqlVZu3YtDg4OWnVGjRrFsWPHCAkJoUKFCixatEjZpMjR0ZEpU6awbt06du/ejbm5OY6OjgQEBDB06FDCw8Np0KDB+/kShPh/Bw8eTPf4J598oiwjmxkXFxetFayEEOJDI0m/EHnEy0mNoaEhO3fuVD6vXLlS55y2bdvqHPv0008JDQ3N9FqWlpZs2LAhw/IePXporWmeJqPlzBwdHXPFUmdCCCFEXiVz+oUQQuRZkyZNolcv3SleN2/eZNiwYTg4OODg4ICXlxcPHjzQqXfixAllJ+uGDRsye/ZsZTdfIYT4kEjSL4QQIk/asmWLsqzmix4+fEjv3r2JiIigf//+9OnTh4MHD9KnTx+Skv63zOvJkyfp27cvycnJjBs3Dnd3dzZv3kz//v3lpXQhxAdHpvcIIYDXm2JTtmxZmYYjcj21Ws2KFSsICAhIt3z9+vXcuXOHnTt3Ki/i2tra0qdPH7Zt20bnzp0BmD9/PmXKlCEkJER5+bxMmTLMmDGDo0eP0rhx4/fTISGEyAIy0i+EeC2HDh3C29s7p8MQIlOJiYm0b98ef39/3N3ddTaSA9i9ezcODg5aK+84OTlRqVIldu/erbRTokQJOnfurLXaVNpL7XLzK4T40MhIvxDitQQFBaFWq3M6DCEylZiYSFxcHH5+frRu3RpnZ2et8sePH3Pz5k1atGihc66VlZWyB0XBggUJDAzUqXPx4kUAPvroo6wPXgghspEk/UKIPCs2SY3B2OCcDuM9OpXTAbxHqX19eR8GU1NT9u3bh6Fh+v+9xcTEAKT7BMDCwoK4uDhiY2MpUqSIVtmtW7cICwvD19eXqlWr4urqmhWdEEKI90am9wjxAfj+++9p3bo11tbWODs7s3r1ajQaDbdv36Z27dr07dtXqRsfH0+zZs3w8PAgJSUFgLCwMPr27UudOnWwtramWbNmBAQEaL2MGBcXx8yZM2nQoAF2dnZ07tyZ48ePA9CrVy9OnDjBqVOnUKlUhIWFERYWhkql4sSJE3Tv3h0bGxuaN2/O/v37uXbtGr1798bW1hZXV1dlykRQUBDVq1fnyZMnynXnz5+PSqXijz/+0OqvjY2NzsZhQryKvr5+hgk/oKy8U6hQIZ2yggULApCQkKB1/NGjRzg7O+Pj40NiYiKTJk1S6gohxIdCkn4hcrlVq1YxZcoUGjZsyMqVK+nUqRNLly7F19eXMmXKMGHCBH777TdlTX5fX1/u37/PggULMDQ05K+//qJv376ULFmSxYsXs2LFCmrXro2/vz8///wzkPriY79+/di1axdDhgxh2bJllClThoEDB3LhwgWmTp1KjRo1qF69Ops3b8bKykqJb9y4cbRu3ZoVK1ZQtGhRvLy8GDx4ME2aNGHJkiVYWFgwYcIEYmJiaNKkCWq1mlOn/jciffLkSQCtY0ePHqVu3brpJmZCvIvXWXVHX1/7v0Y9PT38/Pzw9fWlcuXK9OnTR/m7I4QQHwqZ3iNELhYbG8uKFSvo0aMHPj4+ADRo0IDChQvj6+vLF198QadOnfj555+ZN28eBQsWZPPmzUydOpVKlSoBcPnyZRo0aMD8+fPR09MDoH79+hw8eJDTp0/TunVrjhw5QkREBKtXr1ZWJHFwcKBTp06EhYXRp08fTE1NUavV1KxZUyvGrl270rNnTyD1acGIESPo3bs3ffr0AcDc3JyOHTty4cIFmjZtSsWKFTlx4gQuLi48efKEixcvYmVlxenTp+nfvz8pKSmcOHGCMWPGZPrd2NvbZ1ru5+cHhjIam9e96oXa5ORkEhISlHp3794F4MaNGzrn3r59G4B///1XZ83+tJd+p06dyvDhw5k5c6bydyy7pD1xyA8vDeeXvuaXfoL0Naeo1WoMDAzSLZORfiFysXPnzvH06VOcnZ1JSUlRfpydnVGr1coo+axZs3j27BkjR46kUaNGdO/eXWmjffv2rFq1iqSkJC5dusS+fftYunQparWa5ORkAM6cOYORkRGNGjVSzjM0NGTr1q1K8p4RGxsb5dclS5YE0LoxKF68OIAypadx48acOHECSB3dL1KkCJ07d+bMmTM8f/6cc+fOERsbS5MmTd7uSxMiExYWFkDqWv0ve/DgASYmJlqr9bysYMGC1KlTh3v37mlNUxNCiNxORvqFyMUePXoEoDVn/0X//fcfkLp2uKOjIwcOHNBJlp89e8bMmTPZvn07KSkplCtXDjs7OwwNDdFoNMp1zMzMlCcBb8LExETnWGZJU5MmTQgKCiImJoaTJ09ib2+Pg4MDsbGxXLx4kaNHj6JSqV65Okp4eHim5RERETx6mpRpHfHhU6lUmZYXKFCAwoULa9UrV64cd+7c0Tk3OjoaW1tbVCoVV69eZcCAAfTr148ePXrotKmnp0e1atUwNTXNus68JG3U8FV9zAvyS1/zSz9B+ppTIiIiMiyTpF+IXCxtBRE/Pz/Kly+vU16qVCkAfv31Vw4cOEC1atVYvHgxLi4uyuoks2fPZt++fSxZsoR69epRuHBhAOrVq6d1nfRGPv/44w+MjIz47LPPsqxP9vb2FC5cmBMnThAWFkbHjh355JNPKFWqFKdPn+bo0aM0bdo0y64nxMuaN2/Ohg0buHr1qjJt5/jx40RFRdGvXz8APv74Y2JjY9m0aROdOnXCyMgISF3FZ9++fdSpUydbE34hhMhqMr1HiFzM1taWAgUK8N9//1GjRg3lJyUlBT8/P+7evUtsbCyTJ0+mcePGbNiwASMjIyZPnqy0cebMGerVq0ezZs2UhP/8+fM8ePBAeamxdu3aJCYm8ttvvynnqdVqxo8fz4YNGwAynCP4poyMjHBycmLv3r1cuXIFR0dHIPUdgp9//pmLFy/K1B6RrQYMGECxYsXw9PRk3bp1rFy5khEjRmBlZYW7uzuQOr1t0qRJXL58mV69erFx40YCAgLw8PBAT09P6++YEEJ8CGSkX4hczMzMjL59++Ln50dcXBy1a9fm33//xc/PjyJFivDpp58ybdo0YmNjmTp1KkWLFsXHx4exY8cSGhpKhw4dsLGx4eeff2bz5s1UqlSJS5cusWLFCvT09JQlMZs2bYqNjQ1eXl6MGjWKjz76iC1bthATE4OnpyeQ+jQgPDycEydOUL169XfqV5MmTZg0aRLFihVTHoc6OjoyefJkSpQoga2t7Tu1n6aIkYHOOu55UW56tJzdsqKvZmZmhISEMHfuXJYuXYqxsTEuLi54eXkpI/oA7u7uFChQgLVr1zJ37lwKFy5M3bp1GT16dLa/xCuEEFlNkn4hcrnRo0djYWHBt99+y8qVKylevDgNGzZkzJgxnDx5ktDQUHx8fChbtiwAn3/+OVu3bmXu3LnUr1+fCRMmkJyczKJFi0hKSqJcuXJ8+eWXXLlyhV9//ZXnz59jYGBAYGAgCxcuZNGiRTx79gwrKyvWrVtH1apVAejTpw+///47AwYMYP78+cpLu28j7YVhe3t7ZXnEtBH/xo0b6yyZKMTbOnjwYLrHP/nkE9asWfPK81u3bk3r1q2zOiwhhHjv9DRpb/IJIUQeEhERgVqtpnbt2jkdSraTkf68Sfqa9+SXfoL0Naekvcj78vLaICP9QgghPjAXLlxgxowZnD9/nqJFi+Li4sLw4cMxMzMjOjqaZs2aZXr+hg0blCdLQgiRX0jSL4QQ4oPx559/MnXqVIoVK8agQYMwMDAgKCiIkydPsmnTJszMzJg/f77OeYmJicycOZOSJUtm6WpUQgjxoZCkXwihQ6PRvNWa/UJkt9WrV6Ovr8+mTZuoUKECAC4uLri7u7Ny5Uq8vb2VFXheNHv2bFJSUli4cCHFihV732ELIUSOk7flhMhGvXr1wsrKiosXL6ZbXr16dfz9/d9bPCkpKdSvXx+VSsW1a9fSrbNq1SoCAwPfW0xCvK7o6GiuX79O06ZNlYQfoHLlyjRt2pStW7eme15kZCQhISG0b98ee3v79xWuEELkKpL0C5HNUlJSmDhxIikpKTkdCr/++ivx8fGUL1+e77//Pt06S5YsUZbyFCI3iYmJAVI3znpZhQoVePjwIbdv39Yp8/Pzw9jYmFGjRmV3iEIIkWvJ9B4hslmRIkW4cOECa9as4csvv8zRWEJDQ3FwcKBatWps2rSJMWPGaK1LntfEJqkxGBuc02G8R6dyOoBskbbXQtrmcundlD569AiAu3fvUqZMGeX4pUuXOHToEH379lV2sBZCiPxIRvqFyGbW1ta0adOG5cuXc/Xq1XTrREdHo1Kp2L59u9bxCRMm4Orqqnx2dnZm+fLlzJw5EwcHB+zt7ZkxYwZPnz7F19cXR0dHHB0d+eqrr0hMTNRq68GDB/z66680btyYtm3b8ujRI37++WetOiqVCrVaTUBAgNbSYxEREfTp04c6depQp04dRo4cSXR0tFIeGhqKnZ0dYWFhtG/fnho1auDm5sbZs2eJiIjAw8MDGxsb3NzcOHHihFZMY8eOpX79+tjY2ODu7s62bdve+DsW+UPlypUpXLgwJ06c4MXVphMTEzl27BgASUlJWud89913GBgY0LNnz/caqxBC5DaS9AvxHkyaNAkTExMmTpzI8+fP36mttWvX8ujRI5YsWUKXLl3YuHEj7du35/bt2yxcuJCuXbvyww8/sHHjRq3zduzYAUCrVq2oXLkytra2bN68WavO5s2bMTAwwMPDQyk7fvw43bt3x9DQEF9fX6ZMmcLFixfp2rUr9+7dU85NTExkwoQJfPHFF/j7+/P06VNGjhzJmDFj6Ny5M4sWLUKtVjNmzBjlhmT8+PFcvXqV6dOns3r1aqpXr463tzdhYWHv9B2JvMnIyAh3d3euXLnCuHHjiIyM5OLFi4wYMUIZ/TcwMFDqP3v2jB07duDs7KxsXieEEPmVTO8R4j0wMzNj8uTJjBkzhqCgIPr06fPWbZUoUYIFCxagr6+Po6MjmzdvJjk5mYULF2JoaEjDhg05ePCgskFHmtDQUJo0aYKZmRkAHTp0YOrUqVy5coUqVaoA/9vMo3Tp0sqvv/76aypXrsyqVauUnXJr165NixYtCAwMxNvbGwC1Ws3w4cNp3749ANeuXcPX15fZs2fj4eGh1BkxYgTXr1+natWqnDp1iqFDh+Li4gKAg4MDxYsXp0CBAq/8Hl71Qqafnx8YFnxlOyL3S9v4BsDNzY1Hjx6xZ88edu3aBaT+uWnXrh1BQUE8ePBAqR8eHk5CQgI2NjZabXwoEhISAD7I2N9UfulrfuknSF9zilqt1hr8eJEk/UK8J23atGHXrl0sWbKEZs2aaa0+8iZq1KihJN/6+vqUKFGC6tWrY2j4v7/OxYsX58mTJ8rn8+fPExkZSf/+/ZXjDRs2pECBAmzevJmvvvoq3WslJCTw119/MXLkSOWaAB999BH29vacOqU9h9zW1lb5dcmSJQHtXQGLFy8OoMTg6OiIv78/Fy5coGHDhjRu3Fi5iRAiPfr6+vTu3ZuuXbty+/ZtzM3NKVWqFMHBwejr62vN2w8PD8fQ0JA6derkYMRCCJE7SNIvxHs0bdo0Pv/8c7766is2bNjwVm2YmJjoHCtUqFCm54SGhgKp02letn37dsaOHYuxsbFOWWxsLBqNBnNzc52ykiVL8u+//74ytvTaTePn58fKlSv56aef2Lt3L/r6+jg5OTFjxoxXTscIDw/PtDwiIoJHT5MyrSM+DC++X7J69WrMzMyUp0dprl27hrW1NTVq1FCORUVFYWNjg52d3XuLNSuljRq+2P+8Kr/0Nb/0E6SvOeXlp/wvkjn9QrxHlpaWeHt7c+rUKb777jvleNpGWC/P9097ZPgukpKS2L17Ny1btmTDhg1aP5MmTeLx48c6L/SmMTU1RU9PT2vufpq7d+9SokSJd4qtSJEijB8/noMHD/LTTz8xZswYzp49y8yZM9+pXZF37dixg1WrVmktgXv48GHOnDlDjx49lGPJyclcuXKF6tWr50SYQgiR60jSL8R75uHhQf369Vm4cKGS5JuamgJorTGenJzMH3/88c7X279/P48ePaJbt27K6j5pP927d8fCwoJNmzYp9V+cxmNiYoKVlRV79uzRuiG5ffs2Z8+epVatWm8d1507d2jcuLFyw/HJJ58wYMAAnJyc0l1rXQiAjh07cuPGDQYNGsTmzZtZtGgRw4cPp0GDBri5uSn1bt++TXJystbynUIIkZ/J9B4hcsDMmTP5/PPPlWUHixUrhp2dHUFBQZQvX55ixYqxYcMGnj179lovtWYmNDQUCwsLHBwcdMoMDAz4/PPPWbduHZGRkahUKooWLcq5c+c4ffo09vb2jB49mgEDBjB48GC6detGfHw8/v7+mJqa4unp+dZxlS5dmrJlyzJr1izi4uKoUKEC58+f59dff2XIkCHv0OP/KWJkoKzxnpflpkfL2c3JyYlx48axa9cu5s6dS8mSJenXrx+DBg3Senktbd3+tBtqIYTI72SkX4gcULZsWcaOHat1bN68eVhbWzNp0iR8fHywsrKid+/e73SdmJgYjh8/TqtWrbRG8F/Url07AGWJzuHDh/Pnn38yYMAAYmJiaNCgAYGBgTx58oSRI0cyc+ZMqlevzg8//PDOmx35+/vTsGFDlixZQt++ffnuu+8YPnw4gwcPfqd2Rd7WqFEjtm/fTkREBAcOHGDUqFE677WkrdjTtWvXHIpSCCFyFz3NizucCCFEHhEREYFaraZ27do5HUq2y08j/dLXvCm/9DW/9BOkrzkl7UXeF1fOSyMj/UIIIXK18PBwevToga2tLZ6enqxcuZIHDx5o1Tlx4gTdunXDzs6Ohg0bMnv2bOLj43MoYiGEyH0k6RdCCJFrhYWF4enpSVRUFIMGDaJNmzb89ttv9OjRg8ePHwNw8uRJ+vbtS3JyMuPGjcPd3Z3NmzfTv3//d94BWwgh8gp5kVcIIUSuNWvWLAwMDNi0aRMVKlQgMjKSevXqMXLkSFauXIm3tzfz58+nTJkyhISEKPtClClThhkzZnD06FEaN26cw70QQoicJyP9QuQRzs7OGe6sm1v99NNPdOzYETs7Oxo3boyPjw/379/P6bBELhEdHc3ly5dxd3fX2sG6XLlyNG3alK1bt5KYmEiJEiXo3Lmz1kZwaatVpc21FUKI/E6SfiFEjtizZw+jRo3CysoKf39/Ro0axcmTJ/H09CQpSXbSFamrTwFUrVpVp6xChQo8fPiQBw8eEBgYqLPi08WLFwH46KOPsj9QIYT4AMj0HiFEjli1ahWNGzdmxowZyrFPPvmEzp07c+TIEVxcXN75GrFJagzGBr9zOx+OUzkdQJZI21uhcOHCAOm+kJu2Dv/du3e1NuC6desWYWFh+Pr6UrVqVVxdXbM/YCGE+ADISL8QeVRISAgqlYqgoCAA9u7dq6xuYm1tTatWrfj222+V+mFhYahUKn777Te6du2KjY0NrVu3ZteuXUqd6OhoVCoVe/bsoX///tja2tKsWTPlGmkePHjA1KlTadq0KdbW1jg4ODB8+HBu3boFgEajwcnJic6dO2ud98knnwBw48aNbPlOxIelcuXKmJqasnfvXl5cXTopKYljx44pv07z6NEjnJ2d8fHxITExkUmTJlGwYMH3HrcQQuRGMtIvRB60bds2Zs2ahZeXF7179+bAgQOMGDECT09PRowYwbNnz/j222+ZPn061tbW2NjYKOeOHj0aDw8PhgwZwvbt2xk7dizGxsZaI+9Tp07F1dUVf39/jhw5wpw5c9DT0+OLL75Ao9HQv39/4uPjGTduHObm5kRGRrJ48WKmTZvGmjVr0NPTw9vbWyfu/fv3A1ClSpVX9tHe3j7Tcj8/PzCUhO9D9OI8fDc3N7777jsGDhyIh4cHCQkJbN68mbi4OCB1ZL9IkSIAxMXFMX78eFJSUti5cyeenp6MHz+e+vXr50g/3lVCQgKQP95LyC99zS/9BOlrTlGr1Vq7k79Ikn4h8phffvmFiRMnMmrUKPr16wfA1atX6dChAz4+Pko9Ozs7HB0dOXXqlFbS36pVK7y8vIDUnU+joqJYsWKFVtJva2vLnDlzlDr//fcfK1eupGfPnvz333+YmJgwadIkatWqBYCjoyM3btzghx9+yDDuGzdu4Ovri5WVFQ0aNMi6L0R80Lp06UJ8fDy7du3iyJEjANSuXZuOHTsSFBSEqampUtfU1JSGDRsC4OTkxPDhwwkMDPxgk34hhMhKkvQLkYf88ccfbN++nQoVKjBo0CDl+MCBA4HUudFRUVHcuHGDP//8E4Dk5GStNtzc3LQ+t2jRAj8/P54+faoc+/zzz7XqNG/enL179xIVFUXlypUJDg5Go9EQHR3N9evXuXbtGmfPntW5VpqrV6/Sr18/DA0NWbx4Mfr6r555GB4enml5REQEj57KC8Efopd3tVywYAHe3t78888/PH36lFKlSrFnzx4MDAxo0KBBhlN4XF1dCQ4OxsLCAjMzs/cRepbKTbt8Zrf80tf80k+QvuaUtB150yNz+oXIQy5fvkyDBg2IiorSGlV/8OABw4cPx97ens6dO+Pv709sbCyA1lxpgFKlSml9NjMzQ6PRKPUBLC0tteqULFkSgCdPngCwY8cOmjZtSrNmzRgzZgwHDhzA2NhY51qQ+i5Bt27dAAgKCtJamlGIXbt2ERYWhrm5Ofb29sqfz9OnT2NlZUV0dDTOzs5s3LhR59z4+Hj09PQwMjJ632ELIUSuI0m/EHlIkyZNWLlyJa6urixYsIB79+4BMG7cOM6fP8/69euJiIjgp59+ynBN/7RVUdLcv38fAwMDihcvrhx7+PChVp2065QsWZLw8HC8vb1p2bIlR44cISwsjPXr11OzZk2da+3Zs4d+/fphaWnJ5s2bqVy58tt3XuRJ69evZ+bMmaSkpCjHTp8+zZkzZ+jRowcff/wxsbGxbNq0Seul3lu3brFv3z7q1KmjNQVICCHyK5neI0QeYm5uDsBXX31F69atmTVrFosXL+bMmTN0794dR0dHpW7a/Ojnz59rtXHo0CGtOf779u2jVq1aWqOlhw8fpnXr1srnvXv3UrZsWSpUqMDevXt5/vw5w4cPx8TEBEh9sej48eNa1zp69Cjjx4+nVq1arFixIlsSsyJGBsryj3lZbnq0nNUGDBjAiBEjGDRoEM2bN1emsDVo0AA3NzcMDAyYNGkSXl5e9OrVi7Zt2/Lw4UM2btyInp4ekydPzukuCCFEriBJvxB5UJkyZRg2bBjz58+nXbt22NjYsGPHDqpVq4alpSVnz55l9erV6Onpac3VBwgMDMTY2Jjq1avz448/cunSJdavX69VZ9euXZibm+Pk5MTBgwf55ZdfWLBgAYBywzBz5kzatWvH48eP2bhxI5cuXUKj0fDs2TP09fX56quvKFy4MIMHD+bKlSs68b88hUjkTy1atGDRokWsXr2auXPnUrRoUdq3b8/EiROVFSrc3d0pUKAAa9euZe7cuRQuXJi6desyevRoKlWqlMM9EEKI3EGSfiHyqN69e7Nt2zamT59OSEgIM2fOVDbCqlixItOnT2fHjh2cOXNG6zwfHx+2bNnCsmXLqFq1KmvXrsXBwUGrzqhRozh27BghISFUqFCBRYsW0aZNGyB1pZ4pU6awbt06du/ejbm5OY6OjgQEBDB06FDCw8MpWLCgsttq3759dWIfOXIkQ4YMyY6vRXyA2rRpo/z5SnuqUahQIa06rVu31nr6JIQQQpsk/ULkEQcPHtT6bGhoyM6dO5XPK1eu1Dmnbdu2Osc+/fRTQkNDM72WpaUlGzZsyLC8R48e9OjRQ+f4i2sY54b1jIUQQoj8Ql7kFUIIkauEh4fTo0cPbG1tadiwIdOnT+fBgwdadW7evMmwYcNwcHDAwcEBLy8vnTpCCCH+R0b6hRBC5BphYWH069ePokWLMmjQIAwMDAgKCuLkyZNs2rQJSF0a9ssvvyQpKYn+/fujVqsJDAwkMjKSLVu2yBKdQgiRDkn6hRBA6lz8V025KVeunEzLEdlq1qxZGBgYsGnTJmXPBhcXF9zd3Vm5ciXt2rVj+/bt3Llzh507dyrLvNra2tKnTx+2bdtG586dc7ILQgiRK8n0HiHEK02YMAFXV9dM64SGhqJSqbhz50665UFBQZmWCxEdHc3ly5dxd3fX2qStcuXKNG3alK1btwKpy706ODho7evg5OREpUqV2L1793uPWwghPgQy0i+EyBJNmjRh8+bNmJmZ6ZT9888/LFq06L3HFJukxmBs8Hu/bs45ldMBvJW0vRTSVnSqWrWqTp0KFSqwb98+7t69y507d/j888916lhZWXH48OFsjVUIIT5UMtIvhMgSZmZm1KxZU2c+tVqtZsKECVo7+gqRnsKFCwMQHx+vU5a2U/R///0HkO4+DhYWFsTFxREbG5t9QQohxAdKkn4hBAAajYb169fTsmVLbGxsaNGiBcHB2qPkW7ZsoXnz5tSoUQN3d3eOHTumlGU0vScwMJB79+4xcOBAreOnT59GpVJx9OhRrePh4eGoVCpOnjyZxT0UuV3lypUxNTVl7969aDQa5XhiYqLWnzXQXacfoGDBggAkJCRkb6BCCPEBkuk9QggA5s+fT1BQEP3796du3bqcPXuW2bNno6+fOjYQHR1NYGAgo0aNonDhwixatIhhw4Zx6NAhSpQokW6bf//9NwEBAaxdu5bo6GitMnt7e8qWLcuePXto2LChcnz37t2ULl1aZ0Owl9nb22da7ufnB4YFX6frIoe9+HK4m5sb3333HQMHDsTDw4Pnz58TEhJCXFwcAElJSQDcuXNH56XytCU7o6KilCcDH7K0m5f88PJ8fulrfuknSF9zilqtVnYrf5kk/UIInjx5woYNG/D09GTMmDFA6ouRd+7c4fTp0xgbG/P8+XNWrlxJxYoVgdRRVU9PT/744w8aN26s02ZKSgre3t506tQJBwcHnaRfT08PNzc3Nm7cyPTp0zEyMkKtVrN37146dOig3GyI/KVLly7Ex8eza9cujhw5AoCDgwMdO3YkKCgIY2Nj4H/J/4sSExOB9J8CCCFEfidJvxCCiIgIUlJSdFbomTVrFpC6eo+FhYWS8EPq8p2QesOQnpUrV/LkyRPGjh2b4XXTlmE8cuQILi4unDx5kvv376e7U/DLwsPDX9mnR091E0OR+6hUKq3PCxYswNvbm3/++YcyZcpQtmxZ/Pz8MDAwoHTp0gDo6+vrnJeSkkLRokWxtbV9b7Fnp7RRw5f7mRfll77ml36C9DWnREREZFgmSb8QQpkKUbJkyQzrvDx6qqenB8Dz58916l64cIGVK1eyZs0ajIyMSElJUeqp1WqeP3+Ovr4+n3zyCTVq1GDPnj24uLiwa9cuqlWrlu7qLSJ/2LVrFxYWFjg6OmJubq4cP336NFZWVpQoUQJLS0v++usvnXMvXLiAtbX1+wxXCCE+GPL8XAhBkSJFgP/NiU5z8+ZNTp06lW5in5kDBw6QnJyMp6cnVlZWWFlZ8dVXXwHg7OzMxIkTlbru7u4cOnSIuLg49u/f/1qj/CLvWr9+PTNnziQlJUU5dvjwYc6cOUOPHj2A1KlnJ06c4OrVq0qd48ePExUVRevWrd97zEII8SGQkX4hBLa2thQoUIBDhw5Rs2ZN5fiKFSs4derUK1+afVnnzp1p0qSJ1rHDhw8TEBDA6tWrtTZVatOmDfPmzcPPz4+4uDjatGnzLl3RUsTIQFkDPi/LTY+W39WAAQMYMWIEgwYNonnz5ty6dYt169bRoEED3NzcuHLlCh06dODIkSN4enrSt29fEhMTWbt2LVZWVri7u+d0F4QQIleSpF8IgZmZGT179iQwMBBDQ0Ps7e05c+YMW7duZebMma+cP/8yS0tLnXXU//77byA1MU2bl5127YYNG/Ldd99Rr169dNdfF/lHixYtWLRoEatXr2bu3LmULFmSfv36MWjQIGVFimLFihESEsLcuXNZunQpxsbGuLi44OXlpbNPhBBCiFSS9AshAPDy8sLMzIzvv/+e1atX8/HHHzNnzhzat2//xkn/m2rbti2HDh2SqT0CSH3686onPp988glr1qx5TxEJIcSHT0/z4g4oQgiRR0RERKBWq6ldu3ZOh5Lt8tL0nleRvuZN+aWv+aWfIH3NKWmr97w4VTeNvMgrhBDivTp//jx9+vShZs2a1KpVi8GDB3Pt2jWtOidOnKBbt27Y2dnRsGFDZs+eTXx8fA5FLIQQHz5J+oUQQrw3165do1evXkRGRjJkyBAGDx7M77//Tvfu3YmJiQHg5MmT9O3bl+TkZMaNG4e7uzubN2+mf//+b7ySlBBCiFQyp1+IHKTRaJT17nOT3BqX+PAFBQWRkJDAxo0bqV69OgB169alU6dOrF+/Hm9vb+bPn0+ZMmUICQlRduAtU6YMM2bM4Ny5c/liypYQQmQ1GekXuVqvXr2wsrLi4sWL6ZZXr14df3//bI/D2dlZWWf+ZdHR0ahUKrZv3/5GbR46dAhvb++sCC9L/fjjj/j6+uZ0GCKPio6OpkSJEkrCD2BjY0Px4sW5fPkyiYmJlChRgs6dOysJP4CDgwMA//zzz/sOWQgh8gQZ6Re5XkpKChMnTmTLli0YGuadP7JBQUGo1eqcDkPHypUr88xIamySGoOxwTkdxnt0KqcDSNeLeyV8/PHHHD9+nAcPHmBmZgak7ggdGxtLqVKlKFiwIIGBgTptpN34v7hLrxBCiNcnI/0i1ytSpAgXLlyQ5fmEyAP69+9P6dKlGTNmDJcuXSIyMpKxY8dSoEABevXS3Ujt1q1bhIaGMnv2bKpWrUq9evVyIGohhPjwSdIvcj1ra2vatGnD8uXLuXr1arp1MppiM2HCBFxdXZXPzs7OLF++nJkzZ+Lg4IC9vT0zZszg6dOn+Pr64ujoiKOjI1999RWJiYlvHfOzZ8/w9fWlUaNG1KhRg3bt2nHgwAGlvFevXpw4cYJTp06hUqkICwsD4OHDh0yaNIl69ephY2NDt27dOHPmjFbbKpWKZcuW0aFDB+zt7Vm3bh0AV69eZciQIdSrVw87Ozv69+/PpUuXtM69ePEiQ4cOpW7dulhZWdGoUSNmz56t9NXZ2ZkbN26wdetWVCoV0dHRr9V2WFgYKpWKEydO0L17d2xsbGjevDn79+/n2rVr9O7dG1tbW1xdXdm9e7fW9zRt2jQaNWqEtbU1LVu2THeUV+QdH330EYMGDeL06dO4u7vTtm1bTpw4wddff6015QdSnwA4Ozvj4+NDYmIikyZNks23hBDiLeWduRIiT5s0aRLHjx9n4sSJfPfdd+jrv/396tq1a2natClLlizh2LFjrF27luPHj/PZZ5+xcOFCwsPDWblyJZUrV6Zv377KeRqNhpSUFJ32Xl5NRKPRMGzYMM6dO8eIESOoVKkSP/30E0OHDiUgIAAXFxemTp3KhAkTUKvVTJ06lSpVqpCYmIinpyf3799nzJgxWFhYsGnTJjw9Pdm4cSM2NjbKNZYvX86YMWOoVKkSH3/8MZGRkXTt2pUqVaowffp0AFatWkW3bt3YsmULVapUISYmhh49elCrVi18fX0pUKAAR44cYd26dZQqVYoBAwYQEBDAl19+iUqlYsiQIZQqVeq12k4zbtw4vvzyS4YOHYqfnx9eXl6Ym5vTrVs3+vTpw+rVq5kwYQL29vZYWloyZ84cjh07xoQJEyhZsiRHjhxh/vz5mJmZ0b59+0x/H+3t7TMt9/PzA8OCmdYR70faGtYAISEhfP/991hbW9OiRQueP3/OTz/9xMiRI5kwYYIydx8gLi6O8ePHk5KSws6dO/H09GTEiBHUrVtXq828KiEhAUD6mofkl36C9DWnqNVqZffyl0nSLz4IZmZmTJ48mTFjxhAUFESfPn3euq0SJUqwYMEC9PX1cXR0ZPPmzSQnJ7Nw4UIMDQ1p2LAhBw8eVDa4SPPjjz/y448/vrL948ePc/ToUZYuXUqLFi0AaNSoEU+ePGHBggW4uLhQpUoVTE1NUavVygYa33//PZGRkWzZsoUaNWoo53l4eODn56eM6APUqlWLfv36KZ9HjBhBoUKFCAoKonDhwgDUr18fV1dXli5dytKlS4mMjKR69eosWbIEExMTAJycnPjtt984ffo0AwYMoHr16hgZGWFmZqbEtWzZsle2naZr16707NkTSE3YRowYQe/evZXfL3Nzczp27MiFCxewtLTk1KlT1K9fn9atWwPg6OhI4cKFKVGixKt/I8UHJy4ujq1bt1KlShVmzpyp/MfUsGFDxo4dS0BAAIGBgRQoUAAAU1NTGjZsCKT+WR0+fDjBwcHUrVs3x/oghBAfKkn6xQejTZs27Nq1iyVLltCsWTMqVKjwVu3UqFFDeVKgr6+vrCTy4kvCxYsX58mTJ1rnNWvWjC+//FKnvbt372odP3HiBAYGBjRq1EjryYCzszP79+8nOjqacuXK6bRz4sQJLC0tqVatmtZ5TZs2ZdWqVSQlJSlTG6pWrap1bnh4OM7O/8fefcfnfPWPH39lRwaSIBSlNWJkGBlGERl2BU2pHaM2NWrVKrFFUnumJKREKopya78qVtEYTeldUVRVNLEjiUT274/88rldriuJkZ338/HwuF3ncz7n8z7B3fd1Pme4KEk5gLGxsfJMyPoC0bZtW1JTU7lx4wa3b9/mzz//5PHjx7kujnyVtrO9+DbCwsICUD0VsGLFigDKz9bJyYndu3cTExNDu3btaNeuHWPHjs0xlpfjyk1ERASxSSmv1JYoWNmnVF6+fJnU1FQ8PT3VpvJ4enqyYsUKdHV1czzV0t3dnR07dpCWllYsTr4saMXplM+CVlb6Wlb6CdLXovLygOWLJOkXJcqXX35Jt27dmDVrFoGBgW/URvYo94vKlSuX531mZmbKCPyLsue9Z4uNjVUZwX/Z/fv3NSb9sbGxxMTE0LhxY433PXnyBEtLS+B/CXW2p0+fakzcLSwsSEhIALKmIfn6+hIUFERiYiLVqlXD1tYWAwMDMjMzNT7zVdvOpuln++K2iy+bNWsWVatW5cCBA3h7e+Pt7U3Tpk358ssvadCgQY73iZIp+0urpl2rsqfJJSUl4eLiwrBhw+jfv79KnWfPnqGlpVWqdvESQojCIv/PKUoUS0tLpk+fzqxZs9i1a5dSnn2Q1Mvz67Pn2RUmU1NTTE1NVabjvOi9997L8b46derkuEd+blNeypcvz8OHD9XKHzx4oIyub968me3bt7NgwQLc3d0xNTUFskZYc/Mqbb8pfX19Ro8ezejRo/n3338JCwtj/fr1TJ06lYMHD75V26L4qVevHlWqVGHfvn0MHDgQA4OsNRfJycl89913mJmZYW1tTXx8PLt37+bjjz9WvijcvXuXH3/8EWtra5W3TkIIIV6NJP2ixPH09OTw4cP4+PgoSb6JiQkA0dHRSr3U1FQuX76szA8uLA4ODnz99dfo6urSsGFDpTwoKIiff/6ZFStWAKCjo6My4ung4MDJkyepUqWKMqIP8NVXX/Hvv//memCWg4MDYWFhJCYmKglRYmIiYWFhysLIixcvYmVlRa9evZT77t27x59//qnyVuLlRdKv0vabSElJoXv37vTu3ZuhQ4fyzjvv0L9/f27fvk1oaOgbt/siU30dlT3iS6vi9Go5Nzo6OsydO5cJEybg6emJp6cnGRkZ7N27l7/++ovly5ejp6fH7NmzmTZtGgMHDqR79+48efKEoKAgtLS0GDFiRFF3QwghSiRJ+kWJ5O3tTbdu3ZRpKRUqVKBp06YEBARQs2ZNKlSoQGBgIM+fPy/0pN/Z2ZlmzZoxatQoxowZQ+3atbl06RLr1q2jW7duyhQYU1NTLly4wNmzZ2nUqBG9evVi586dDBkyhJEjR2Jpacnx48fZtm0b48aNU95maDJ27Fh69+6Nl5cXn376KZmZmWzdupXExERljrytrS3r169ny5Yt2NnZcfv2bWWtQFJSktJW+fLl+eOPPwgPD8fW1vaV2n4T+vr62NjYsHbtWvT09LCysuLWrVvs27dPWQAtSh93d3e+/vpr1q9fn7XDElkna2/evJm2bdsC4OHhgZ6eHlu3bmXJkiUYGRnRokULJk2aREqKrNMQQog3IUm/KJGqV6/OlClT8Pb2VsqWLl2Kt7c3s2fPxsTEBE9PT5o3b55vo8avSltbmy1btrBq1SrWrl3LkydPqFatGqNGjWLkyJFKvSFDhvDbb7/x6aefsnz5crp06UJQUBArV65k6dKlPHv2jJo1azJnzhxlR5ycWFlZERQUhK+vL9OmTUNbWxt7e3uCg4OVRb8jR47kyZMnBAQEEB8fT7Vq1fDw8EBLS4vNmzeTkJCAiYkJo0aNYs6cOQwbNoyAgACaNWuWZ9tvav78+ZiZmfH111/z4MEDLCws8PT0ZOLEiW/VrijeWrZsmechW126dFF2dXpRcdgSTwghSiKtzNxW8AkhRAkVERFBeno6zZs3L+pQClxJmd6TH6SvpVNZ6WtZ6SdIX4tK9u49mjYTkZF+IYQQ+SoqKgpXV9dc6wQGBuLk5MTvv//OypUr+fXXX9HW1sbR0ZFp06bx/vvvF1K0QghRNkjSL4QQIl+Zm5uzfPlytfLk5GS8vb2xsLCgQYMG/PXXXwwcOJBy5coxZswYALZt20a/fv3Yv3+/yoJ2IYQQb0eSfiHykJmZmesi2vy+T4iSzsjICA8PD7XyRYsWkZaWho+PDxUqVMDX15fExESCgoKUw7patGjBxx9/zPbt25k+fXphhy6EEKWWdt5VhMjdwIEDady4MVevXtV4vVGjRqxZs6bA47CyslL71ahRI5ycnBg6dCiXL19+7TY3bdqEv7//a92TkpLC0qVLX3uf+dDQUKysrIiJiXmrOi/75Zdf1H4u1tbWuLq6snz5cpWdewramjVr1E5iFWXDtWvX2LlzJz179sTe3h7ImgaUfSJ2NltbWypWrMiff/5ZVKEKIUSpJCP9Il+kpaXxxRdfEBISUqSnZfbp00dlH/qUlBRu3rzJhg0bGDJkCEeOHKFy5cqv3N6qVasYPXr0a8Xw+PFjtm3bxpIlS17rvoK2YMECZZFRUlIS165dY/Xq1Tx48EA5O6C0iU9JR2fKjqIOoxCFF+nTczsTwc/PD0NDQ5WdmWrVqsWZM2d4/Pgx5ubmQNbJ1PHx8VSpUqWgwxVCiDJFRvpFvjA1NeWPP/5gy5YtRRpH1apVadKkifLL0dGRvn37smjRIhISEvjxxx+LNL6iVKdOHeXn0rJlS7y8vBg2bBjff/89CQkJRR2eKMUiIyMJCwvjk08+UUnmhw8fTtWqVZk8eTKRkZFcu3aNKVOmoKenx8CBpf9QNSGEKEyS9It8YW1tTdeuXVm/fj03b97UWCcqKgorKyv279+vUj5jxgzc3d2Vzy4uLqxfvx5vb28cHR2xt7dnwYIFJCUlsWzZMpycnHBycmLWrFkkJye/UnympqYAKnPsY2JimDZtGm3atMHOzo7+/fsTHv6/kVIrKyvS09NZu3atyjZcP/zwA3379qVp06ZYW1vTuXNnvvnmG6WP7dq1A2DmzJm4uLgo9wUHB9OrVy+aNGmCra0tPXv25IcfflCLNTw8nA8//BAbGxt69erFyZMnc+3b+fPn6d+/P3Z2djg5OTF79mzi4uJe6edSoUIFtbKbN28yZswYWrZsSdOmTRk+fDiRkZHK9ezpQufOncPLyws7Oztat26Nj4+PygnDycnJLFmyhNatW9O0aVNmzpyp9uf1zz//MGrUKJycnLCzs6NPnz6cOHHilWIXJceuXbvQ0dFRO2/inXfeYeTIkZw/fx4PDw+6d+/O2bNnWblypUwDE0KIfCbTe0S+mT17NmfOnOGLL75g165daGu/+XfKrVu30r59e1atWsXp06fZunUrZ86coUGDBvj4+HDhwgU2btxInTp1GDp0qHJfRkYGaWlpyufk5GSuXbuGt7c3pqamyjaC9+/fx9PTE2NjY6ZNm4axsTFBQUEMGTKErVu30rJlS4KDg+nXrx89e/bk448/BuCnn35iwoQJeHl5MWHCBJ4/f84333zD/Pnzsba2pkGDBmzYsIHRo0czevRoOnToAGRtT7h06VImTJhA06ZNefr0KVu2bGHKlCk0adJEZZeSefPmMXbsWOrVq8fOnTsZNWoUe/fupWHDhmo/p/PnzzNkyBBatWrFqlWrePToEX5+fly7do1du3apTLV68WeTmppKZGQk27dvp0ePHpiYmABZ864/+eQT6taty/z584GsdQ19+/YlJCSEunXrKu1NmTKF/v37M2rUKMLCwtiyZQu1atVSflZTp07l1KlTTJo0iVq1ahEcHKyyziEjI4ORI0dSpUoVli9fjq6uLoGBgYwePZojR47w7rvv5vp3JHteeE78/PxA1yDXOiJ/aTo4Kzk5mf379+Pg4EBCQoJKnZ07d7Jnzx6sra3p2LEjGRkZ/Oc//+Gzzz5jxowZODo6qrWXmJiY47NKG+lr6VNW+gnS16KSnp6Ojo6OxmuS9It8Y25uzpw5c5g8eTIBAQEMGTLkjdsyMzNjxYoVaGtr4+TkRHBwMKmpqfj4+KCrq0ubNm04duyYcghFtjVr1qgtGtbX18fBwYElS5YoyfW2bduIi4sjJCSEatWqAeDs7IyHhwc+Pj7s3btXOdgie8oQZI2C9+rVi5kzZyrtN23aFCcnJ8LDw7G1tVVGKN99913l91FRUQwfPpxRo0Yp91WvXp1evXpx6dIlOnfurJR/9tlneHl5AdCqVSvc3d3ZtGkTX331ldrPaeXKldSpU4eNGzcqX7IaNWpEz549OXz4MN27d1fqapouUbNmTaZMmaJ8XrduHeXKlSMgIAAjIyMAWrdujbu7O6tXr2b16tVK3T59+ijbLLZo0YKjR49y/PhxPv74Y65fv84PP/zA/Pnz+eSTTwBo06YNH374Ibdu3QLg0aNH/PXXX4wZM0Z5O2Jra8vatWtf+Q2OKP6uXLlCUlISrVu3VilPSEhg37591K1bF29vb+U/Um3atGHKlCmsXbsWf39/9PT0iiJsIYQodSTpF/mqa9eufP/996xatQpXV9c8R2tzYmNjoySx2trayg4fL45cV6xYUW0aS9++ffnoo4/IzMwkMjKSFStW0Lx5c1auXImxsbFS78KFCzRv3lxJ+LOf06VLF1atWkVCQoIy+v2iESNGAPDs2TNu3brFP//8w5UrV4Cs0fOcfPHFFwDExcXx119/cfv2bX755ReN93Xq1En5vZ6eHm3btuX06dNqbSYlJfHbb78xYsQIMjIyyMjIAKBevXq88847nDlzRiXpX7hwIQ0aNACyRl+zFzj37duXb7/9lgoVKnDhwgVcXFyUhB/A2NgYFxcXjh49qvL8Zs2aqXyuWrWqshPQhQsXAFQOaNLW1qZjx45s3LgRgEqVKlG3bl3mzJnD6dOn+eCDD2jbtq3KF6rcZD8jJxEREcQmpbxSWyJ/aDqNMjg4GD09Pfr166fyb+ry5cukpqbi6empNpXH09OTFStWoKurq9ZmcTr5sqBJX0ufstJPkL4WlZcHQ18kSb/Id19++SXdunVj1qxZBAYGvlEbLybo2cqVK5fnfVWqVMHGxgbIGjWuWbMmQ4YMYdKkSWzatEmZ0//06VNq166tdn+lSpXIzMzk2bNnGpP+x48fM2/ePI4ePYqWlha1atWiefPmQNa+/Dn5559/mDt3LmfPnkVPT4/3339fScBfvs/CwkLls7m5Offv31drMy4ujoyMDDZu3Kgk0i96+Z733ntP+dlA1vSYunXr0q9fP7799luGDRvG06dPqVSpklpbFhYWaot9DQ0NVT5ra2srXzyePn2qxP6iF3dO0tLS4uuvv2bDhg383//9H9999x16enq4ubkxf/58jesNRMlz6dIlbGxs1P496evrA6isA8mW/fco+3+FEEK8PUn6Rb6ztLRk+vTpzJo1i127dinl2Qn3y/8hz54LVxBatmxJv379CAoKYs+ePfTp0weA8uXL8/DhQ7X62YmymZmZxvY+//xzbt26xfbt22natCn6+vokJSUREhKSYwwZGRmMGDECAwMDvv32Wxo2bIiuri43btxQW9QMWcn8i4n/w4cPNcZjbGyMlpYWQ4cOVZke9OL1vGSPsN6+fRvI+efy4MEDKlasmGd72bLjffjwocp6hdjYWJV6lpaWfPnll8ybN4/IyEiOHDnCli1bsLCwYM6cOa/8PFE8paamcuPGDeXf3Yvq1atHlSpV2LdvHwMHDsTAIGv9RXJyMt999x1mZmbUq1evsEMWQohSS5J+USA8PT05fPgwPj4+SpKfPdIXHR2t1EtNTeXy5csFOm930qRJ/PDDD/j6+tKxY0cqVqyIg4MDQUFBxMTEULVqVSArOT9y5Ag2NjbKKOTLi5EvXrxIv379cHJyUsqyd9fJ7ufL9zx58oRbt24xd+5clZH27PteHuk/deoUPXr0AOD58+ccP35c5XnZTExMaNSoEX///bdKuwkJCXz22Wd069aN999/P9efTfaBZe+99x4ADg4OhIWFkZiYqEzxSUxMJCwsTOOiypy0aNECgCNHjjB48GClPCwsTOXZo0aNYuPGjdja2tKwYUMaNmzIiRMnVP6OvA1TfZ1c944vLYrTq+UXRUdHk5qaqjKNLpuOjg5z585lwoQJeHp64unpSUZGBnv37uWvv/5i+fLlMp9fCCHykST9osB4e3vTrVs3JamtUKECTZs2JSAggJo1a1KhQgUCAwN5/vx5gf7H3dTUlEmTJjFr1ixWrVrFvHnzGDJkCPv372fw4MGMHz8eY2NjvvnmG27evKly1kD58uX59ddfOX/+PPb29tja2nLgwAEaNmyIpaUlly5dYvPmzWhpaSnz2U1MTNDS0uLs2bPUqVMHOzs7qlevTmBgIFWqVMHExIRTp04pU59eftOxcuVK0tLSqFy5Mv7+/iQkJCgLZl/22WefMWrUKGbMmEGXLl1ISUlhy5Yt/Pnnn0yfPl2l7s2bN5U1EZmZmfz999+sXr2aSpUq0bNnTwDGjh1L79698fLy4tNPPyUzM5OtW7eSmJjI2LFjX/lnXqtWLfr06cPKlStJSUmhQYMGfPfddyo7GzRo0AAjIyOmTZvG+PHjqVSpEmfOnOHq1atvtQhcFB/Zb3Y0TZUDcHd35+uvv2b9+vVZuy2R9fZp8+bNtG3btrDCFEKIMkGSflFgqlevzpQpU/D29lbKli5dire3N7Nnz8bExARPT0+aN29OaGhogcby0UcfERwcTHBwMH369KFBgwbs2rULHx8f5s2bR0ZGBtbW1mzbtk1lVH38+PH4+vry6aefcuTIESX+BQsWAFC7dm3mz5/PgQMHuHjxIgBGRkaMHj2a7du3c/LkSX7++WfWr1/PokWLmDZtGvr6+tStW5cNGzawePFi5e1BtoULF7JkyRKioqKwtrYmMDCQOnXqaOxXu3bt2Lp1K2vXrmX8+PEYGBhgY2NDYGAg9evXV6k7d+5c5fc6OjqYm5vj4ODAZ599pkzdsbKyIigoCF9fX6ZNm4a2tjb29vYEBwertZeXefPmUalSJXbs2MHTp09p06YNo0aNUnZX0tfXx9/fn5UrV7Jo0SLi4uKoXbs23t7eeHh4vNazRPFka2ub5xZ2LVu2pGXLloUUkRBClF1ambmtPhRCiBIqIiKC9PR0ZaF1aVZcp/cUBOlr6VRW+lpW+gnS16KSvXtP9lbjL5KRfiGEEPkiKipKZZtWTQIDA3FycuLx48f4+vpy7Ngxnj9/TuPGjZXD6oQQQuQ/SfqFEELkC3Nzc5YvX65WnpycjLe3NxYWFjRo0ICEhAT69+/P/fv38fLyonz58gQFBTF48GBCQkJeeyqZEEKIvEnSL4QQIl8YGRlpXI+xaNEi0tLS8PHxoUKFCvj5+XHr1i127NiBg4MDAF26dMHNzY2tW7dq/OIghBDi7WjnXUUIUdbNmDEDd3f3XOuEhoZiZWVFTEyMUnb27FkGDBiAg4MDrVu3Zvz48dy5c6egwxXFyLVr19i5cyc9e/bE3t6ezMxM9u3bh7Ozs5LwQ9bBbdOmTcPe3r4IoxVCiNJLRvqFEPnC2dmZ4OBg5RTeS5cuMWzYMFxdXfHx8SExMZH169fTt29fDh48mOMBaPkpPiUdnSk7Cvw5xUd4kTw1t7MQ/Pz8MDQ0ZOLEiUDWvP979+4xfPhwIGv72MTERIyNjenfv39hhCuEEGWSjPQLIfKFubk5TZo0UQ4227p1K3Xq1GHVqlW0a9eOzp07s3XrVh49eqTxJGJR+kRGRhIWFsYnn3xClSpVgP+d/mxhYcGyZcuwt7enWbNmuLu7c+zYsaIMVwghSjVJ+oUQQNaI6/bt2+nUqRO2trZ07NiRHTtUR8lDQkLo0KEDNjY2eHh4cPr0aeXay9N7bG1tGTx4sMoJxZaWlpiamnLnzh3Onz+PlZUVp06dUnnGhQsXsLKy4ty5cwXYW1EYdu3ahY6ODgMGDFDK4uLiAFi1ahUnTpxg1qxZLFu2DENDQ8aOHcuZM2eKKlwhhCjVZHqPEAKA5cuXExAQwPDhw2nRogWXLl1i0aJFStIeFRWFv78/EydOxMjICF9fX8aNG0dYWJjGqTqjRo1SKwsPD+fp06fUrVsXe3t7qlevzuHDh2nTpo1S59ChQ1StWhVHR8dc481r7refnx/oGrxK18Vb0nQAV3JyMvv378fBwYGEhASlzj///APAkydP2Lhxo3Ja75dffsnIkSNZtGgRvr6+OT4r+wTrvA79Kg2kr6VPWeknSF+LSnp6Ojo6OhqvSdIvhCAuLo7AwEC8vLyYPHkyAK1atSImJobz589jaGhIRkYGGzdupHbt2gAYGBjg5eXF5cuXadeuXZ7PePz4MXPmzKFq1ap4eHigpaXFhx9+SFBQEPPnz0dfX5/09HR++OEHevXqpfKGQJQ8V65cISkpidatW6uUGxhkfRFr2bKlkvADmJiY4OjoyLFjx0hKSqJcuXKFGq8QQpR2kvQLIYiIiCAtLU1th56FCxcCWbv3VK5cWUn4AWrUqAH8b7pGbu7fv8+wYcO4f/8+27dvx8jICAAPDw82btzIyZMncXNz49y5czx69Iju3bvn2eaFCxfy7FNsUkqe7Yi3p+kUyuDgYPT09OjXr59Kcv/8+XMA3n//fbX73nvvPTIzM6levTqVK1fW+KzidPJlQZO+lj5lpZ8gfS0q2SfyaiJDaUIIYmNjgazFlTl5eeRVS0sLgIyMjFzbvnbtGn369OHevXts3boVOzs75dr777+PjY0Nhw8fBuD777+nYcOGcjhTKXDp0iVsbGxUEn6AevXqoa+vz40bN9TuiYqKwsDAQNkBSgghRP6RpF8IgampKZA1BedFd+7cITw8PM/EPifh4eH069ePzMxMgoKCaN68uVodDw8PwsLCSEhI4OjRo680yi+Kt9TUVG7cuEGjRo3UrhkZGeHi4sLx48e5fv26Un7nzh2OHTuGq6trjvNRhRBCvDmZ3iOEwM7ODj09PcLCwmjSpIlSvmHDBsLDw9/owKTIyEhGjhxJ9erV8ff3x9LSUmO9rl27snTpUvz8/EhISKBr165v2g01pvo6ue4hX1oUp1fLANHR0aSmplKtWjWN16dOnUp4eDiDBg1i0KBB6OnpERgYiKGhobKmRAghRP6SpF8Igbm5OQMGDMDf3x9dXV3s7e25ePEi+/btw9vbO8/585rMnj2b1NRUxo0bR3R0NNHR0co1CwsLatasqTy7TZs27Nq1i5YtW+b45UCUHNnTxV6e2pOtRo0a7NmzhxUrVuDv709mZib29vZMmzZN+XshhBAif0nSL4QAYNq0aZibm7Nnzx42b95MrVq1WLx4MT179nztpP/ff//lypUrAHz22Wdq1z09PVm0aJHyuXv37oSFhcnUnlLC1tY2z63ratasyerVqwspIiGEEJL0CyEA0NbWZsSIEYwYMULt2tKlS9XKatSooZLY9erVi169eimfX2e/4i5dutClS5fXjFgIIYQQr0qSfiGEEG8kKioKV1fXXOsEBgbi5OTE2bNnWb16NZGRkZiYmNCpUycmTpyIsbFxIUUrhBBlmyT9Qggh3oi5uTnLly9XK09OTsbb2xsLCwsaNGjAuXPnGDp0KI0bN+bzzz8nOjqawMBAfv/9d4KCguQgNiGEKASS9AshhHgjRkZGeHh4qJUvWrSItLQ0fHx8qFChAsuXL6datWrs3LkTQ0NDAKpVq8aCBQs4derUK53oLIQQ4u3I8IoQIlczZsxQO6n3ZaGhoVhZWRETE6OUXblyhYEDB9K0aVM++OADfH19SU1NLehwRRG7du0aO3fupGfPntjb25OcnIyZmRm9e/dWEn4AR0dHpb4QQoiCJyP9Qoi35uzsTHBwsHKS6u3bt/Hy8qJp06Z89dVX3Lx5U9mHf+7cuYUWV3xKOjpTdhTa84peeKE8JbezD/z8/DA0NGTixIkAGBgY4O/vr1bv6tWrALzzzjsFEqMQQghVkvQLId6aubm5kvADbN68GVNTU9avX4++vj7t2rXD0NCQhQsXMnLkSNmLv5SKjIwkLCyMoUOHUqVKFY117t69yy+//MKyZcuoX79+nm+RhBBC5A+Z3iOEIDMzk+3bt9OpUydsbW3p2LEjO3aojpCHhITQoUMHbGxs8PDw4PTp08q1l6f3/Pzzz7Rv3x59fX2lTqdOnUhPT1fuW7NmDZ06deKnn37iww8/xNramo4dO7J///5C6LEoCLt27UJHR4cBAwZovB4bG4uLiwszZ84kOTmZ2bNnY2BgUMhRCiFE2SQj/UIIli9fTkBAAMOHD6dFixZcunSJRYsWKbuqREVF4e/vz8SJEzEyMsLX15dx48YRFhaGmZmZSltJSUlER0fz3nvvqZSbm5tjYmLCrVu3lLJ79+6xaNEixowZwzvvvIO/vz/Tp0/Hzs6O2rVr5xqzvb19rtf9/PxAVxLKgqBpHn5ycjL79+/HwcGBhIQEjXUSEhKYOnUqaWlpHDx4EC8vL6ZOnUrr1q1f+dmJiYk5xlDaSF9Ln7LST5C+FpX09HR0dHQ0XpOkX4gyLi4ujsDAQLy8vJg8eTIArVq1IiYmhvPnz2NoaEhGRgYbN25UEnEDAwO8vLy4fPmy2s4r8fHxAJiYmKg9y9jYmISEBOVzYmIiGzZsoEWLFgDUrl2b9u3bc+LEiTyTflG8XLlyhaSkpFwTeBMTE9q0aQNk/R0bP348/v7+r5X0CyGEeDOS9AtRxkVERJCWlqY2t3rhwoVA1u49lStXVknCa9SoAWR9YXhZZmYmAFpaWhqvvbwne7NmzZTfV61aFch6W5CXCxcu5Ho9IiKC2KSUPNsRr8/KykqtLDg4GD09Pfr166fxC58m7u7u7Nixg8qVK6usCclN9kiaphhKG+lr6VNW+gnS16ISERGR4zWZ0y9EGRcbGwuAhYVFjnXKlSun8jk7oc/IyFCrm53wvTiiny0xMRFTU1Pls46Ojsq8/+wvBJraFcXbpUuXsLGxUUv4b968iYuLC0FBQWr3PHv2DC0tLZW/A0IIIQqGJP1ClHHZSfjjx49Vyu/cuUN4ePhrJ+DGxsZYWlpy+/ZtlfJHjx6RkJCgNtdflHypqancuHGDRo0aqV2rVasW8fHx7N69m5SU/715uXv3Lj/++CMODg6v/GZACCHEm5PpPUKUcXZ2dujp6REWFkaTJk2U8g0bNhAeHp7ngllNWrduTVhYGNOmTVNGcX/44Qd0dHSUQ5kKg6m+Tq57ypcWRf1qOTo6mtTUVKpVq6Z2TVdXl9mzZzNt2jQGDhxI9+7defLkCUFBQWhpaTFnzpwiiFgIIcoeSfqFKOPMzc0ZMGAA/v7+6OrqYm9vz8WLF9m3bx/e3t55zp3XZPjw4Rw6dIgRI0YwePBg/v77b3x9fendu7ccxlQKZU8Ry2nE3sPDAz09PbZu3cqSJUswMjKiRYsWTJo0Sd78CCFEIZGkXwjBtGnTMDc3Z8+ePWzevJlatWqxePFievbs+UZJf506dfj6669Zvnw5EyZMwMzMjCFDhjB+/PgCiF4UNVtb2zy3quvSpQtdunQppIiEEEK8TCsze6sNIYQoRSIiIkhPT6d58+ZFHUqBK+rpPYVJ+lo6lZW+lpV+gvS1qGTv3vPidN1sMtIvhBDitUVFReHq6pprncDAQJycnDh16hQbNmzgv//9L9ra2tjZ2TFx4kSN/1ESQghRMCTpF0II8drMzc1Zvny5WnlycjLe3t5YWFjQoEEDwsPD+fTTT6lXrx6TJk0iLS2Nb775hgEDBvDNN99ga2tbBNELIUTZI0m/EEKI12ZkZISHh4da+aJFi0hLS8PHx4cKFSqwePFiqlWrxp49e5TzHnr06EGXLl3w8/Nj27ZthR26EEKUSbJPvxAiTzNmzFA7sfdloaGhWFlZERMTo5RduXKFgQMH0rRpUz744AN8fX1JTU0t6HBFEbl27Ro7d+6kZ8+e2Nvb8/TpUyIjI+nUqZPKAW+VKlXCwcGBX3/9tQijFUKIskVG+oUQ+cLZ2Zng4GDMzc0BuH37Nl5eXjRt2pSvvvqKmzdv4ufnR0JCAnPnzi2UmOJT0tGZsqNQnlU8hBf4E3I798DPzw9DQ0MmTpwIZG3heeTIEbUTnQGePHmCjo5OQYUphBDiJZL0CyHyhbm5uZLwA2zevBlTU1PWr1+Pvr4+7dq1w9DQkIULFzJy5EgsLS2LMFqR3yIjIwkLC2Po0KFUqVIFAB0dHWrXrq2x7qVLl/jggw8KOUohhCi7ZHqPEAKAzMxMtm/fTqdOnbC1taVjx47s2KE6Sh4SEkKHDh2wsbHBw8OD06dPK9dent7z888/0759e+VEXoBOnTqRnp7O6dOnOX/+PFZWVpw6dUrlGRcuXMDKyopz584VYG9Fftu1axc6OjoMGDAg13rPnj1j+vTpAIwYMaIwQhNCCIGM9Ash/r/ly5cTEBDA8OHDadGiBZcuXWLRokVoa2eNDURFReHv78/EiRMxMjLC19eXcePGERYWhpmZmUpbSUlJREdHq522am5ujomJCbdu3aJXr15Ur16dw4cP06ZNG6XOoUOHqFq1Ko6OjrnGa29vn+t1Pz8/0DV4nR+BeAWaDuFKTk5m//79ODg4kJCQkONBXcnJySxYsIDIyEg8PT2pUKFCnod6vSwxMTHHOEob6WvpU1b6CdLXopKenp7j1ElJ+oUQxMXFERgYiJeXF5MnTwagVatWxMTEcP78eQwNDcnIyGDjxo3KdA0DAwO8vLy4fPky7dq1U2kvPj4eyJrT/TJjY2MSEhLQ0tLiww8/JCgoiPnz56Ovr096ejo//PADvXr1Ur5siOLvypUrJCUl0bp16xzrJCQk4O3tzdWrV3Fzc2PgwJzXBgghhMh/kvQLIYiIiCAtLU1th56FCxcCWbv3VK5cWWV+do0aNYCsLwwvyz7oW0tLS+O17ITew8ODjRs3cvLkSdzc3Dh37hyPHj2ie/fuecZ84cKFPPsUm5SSZzvi9Wg6cTI4OBg9PT369eun8Yveo0ePmD59OlevXqVPnz7Mnz9f49+NV1GcTr4saNLX0qes9BOkr0Ul+0ReTWQoTQhBbGwsABYWFjnWeXkHluykLSMjQ61uduKXkJCgdi0xMRFTU1MA3n//fWxsbDh8+DAA33//PQ0bNqR+/fqv3wlRZC5duoSNjY3GhD8hIYFhw4Zx9epVvLy8WLBgwRsn/EIIId6cJP1CCCUJf/z4sUr5nTt3CA8P15jY58bY2BhLS0tu376tUv7o0SMSEhJU5vp7eHgQFhZGQkICR48efaVRflF8pKamcuPGDRo1aqTx+oIFC7h69SqDBg1i5syZhRydEEKIbDK9RwiBnZ0denp6hIWF0aRJE6V8w4YNhIeH57loVpPWrVsTFhbGtGnTlB18fvjhB3R0dFQW6Xbt2pWlS5cqe/h37dr1rfuTzVRfJ9d95UuLony1HB0dTWpqKtWqVVO7dvPmTfbv34+pqSkNGzZk//79anU0neorhBAi/0nSL4TA3NycAQMG4O/vj66uLvb29ly8eJF9+/bh7e2d5/x5TYYPH86hQ4cYMWIEgwcP5u+//8bX15fevXvzzjvvqDy7TZs27Nq1i5YtW8r+/SVM9tQwTVN7wsOzDguLj4/PcZRfkn4hhCgckvQLIQCYNm0a5ubm7Nmzh82bN1OrVi0WL15Mz5493yjpr1OnDl9//TXLly9nwoQJmJmZMWTIEMaPH69Wt3v37oSFhcnUnhLI1tY2x23q+vbtS9++fQs5IiGEEJpoZWZvsyGEEKVIREQE6enpNG/evKhDKXDFaeeIgiZ9LZ3KSl/LSj9B+lpUsnfveXGqbjYZ6RdCCPHaoqKicHV1zbVOYGAgTk5OnDp1ig0bNvDf//4XbW1t7OzsmDhxosb/KAkhhCgYkvQLIYR4bebm5ixfvlytPDk5GW9vbywsLGjQoAHh4eF8+umn1KtXj0mTJpGWlsY333zDgAED+Oabb7C1tS2C6IUQouyRpF8IIcRrMzIy0rgId9GiRaSlpeHj40OFChVYvHgx1apVY8+ePcpZDz169KBLly74+fmxbdu2wg5dCCHKJNmnX4h8ZmVlxfr16wH45ZdfsLKyeq2FsKGhoVhZWRETE5NvMUVFRWFlZaVxy8RsAwcOxMvLK8fPL3uxnwAuLi5YWVkpvxo0aICTkxOjRo0iMjJS5d6X6zZq1AhHR0cGDRrE0aNH37ifomhdu3aNnTt30rNnT+zt7Xn69CmRkZF06tRJ5XC3SpUq4eDgwK+//lqE0QohRNkiI/1CFKDGjRsTHBxM3bp1X/keZ2dngoODMTc3L8DI1M2bN++tT0p1cXFh5MiRAKSlpfHgwQO2bdvG4MGDOXz4sMqJvy/XffjwId999x1jx45l5syZuX7heFXxKenoTNnx1u2UHOEF/oTczj3w8/PD0NCQiRMnAlnbeB45ckTtNGeAJ0+eoKOjU1BhCiGEeIkk/UIUIBMTk9derGhubl7oCT/wWl9McmJubq7W3yZNmuDs7MyRI0fo379/rnU7derEpEmTWLFiBa6urtSsWfOtYxKFIzIykrCwMIYOHUqVKlUA0NHRoXbt2hrrXrp0iQ8++KCQoxRCiLJLpvcIUYBent6zZs0a3N3dOXr0KB06dKBJkyYMGDCA33//Xbnn5ek9M2bMYNiwYYSEhNChQwesra3x8PDg1KlTyj0ZGRn4+fnh4uKCtbU1Li4u+Pr6kpqaqjGujIwMJk6cSNOmTbl48SKQ93SeN1W+fPnXqj9x4kTS0tLYu3dvvsciCs6uXbvQ0dFhwIABudZ79uwZ06dPB2DEiBGFEZoQQghkpF+IQvfw4UNmzZrFZ599RpUqVVi/fj2DBg3i8OHDVK1aVeM9v/32G9HR0Xz22WeYmJiwatUqJkyYwMmTJzE1NWXLli3s2rWLGTNmUKNGDX777Tf8/PzQ19dn3Lhxau3NnTuX48ePs3nz5lz3sc/MzCQtLe2V+/Zi/YyMDB49esTq1aupVKkSnTt3fqU2atWqRfXq1ZUvIzmxt7fP9bqfnx/oGrxa4OKVaTqIKzk5mf379+Pg4EBCQkKOh3UlJyezYMECIiMj8fT0pEKFCjnWzUliYmKOcZQ20tfSp6z0E6SvRSU9PT3HqZOS9AtRyBITE1m0aBFdunQBoGnTpri6uhIQEKCMgL4sPj6effv2KdNdjIyMGDBgAL/88gtubm6Eh4djbW1Nr169AHB0dKRcuXKYmpqqtbV06VIOHDjApk2bcHR0zDXWc+fO0bhx41fu2969e9VG6LW0tPD19X2tKUsWFhY8fPjwleuLonXlyhWSkpJo3bp1jnUSEhLw9vbm6tWruLm5MXBgzmsDhBBC5D9J+oUoZHp6enTs2FH5bGFhQfPmzXMd2a5cubLK/PbsNwJJSUkAODk5sXLlSvr164eLiwvOzs4ap1kEBATw3//+lz59+tCyZcs8Y7W1tWXu3Lkar3l6eqqVubq6Mnr0aCBrpP/Bgwfs3buXKVOmoKenh7u7e57PfFV57YgUERFBbFJKvj1PZNF04mRwcDB6enr069cPExMTteuPHj1i+vTpXL16lT59+jB//vw3XjRenE6+LGjS19KnrPQTpK9FJftEXk0k6ReikFlYWKi9ejM3NycqKirHe17e/SQ7YcrIyABg+PDhGBsbs3fvXnx8fFixYgX16tVj9uzZtGjRQrnvzz//pHXr1oSGhjJo0KA8F+8aGxtjY2Pzyn0zMzNTq9++fXu6du3KqlWrXjnpv3fvHu+///4rP1cUrUuXLmFjY6Mx4U9ISGDYsGFcvXoVLy8vZs6cWQQRCiGEkIW8QhSy2NhYtbJHjx6pbGf5urS1tenfvz+hoaH8/PPPLFmyhJSUFCZMmKCymHfSpEmsXbuWSpUqMWfOHDIzM9/4ma9KR0cHKysrbt++/Ur1b926xb179/Kcsy+Kh9TUVG7cuEGjRo00Xl+wYAFXr15l0KBBkvALIUQRkpF+IQrZ8+fPOXv2rDK95uHDh1y8eJFhw4a9cZv9+vWjUaNGzJ49GwsLC3r16kV8fDyLFy9WpgBB1qFIRkZGzJo1i3HjxrFr1y769ev31n3KTVpaGn/88YfGrRs1WbNmDfr6+sr6hLdhqq+T677ypUVRvlqOjo4mNTWVatWqqV27efMm+/fvx9TUlIYNG2o8HE7Tqb5CCCHynyT9QhSB6dOnM3nyZExMTFi7di0mJiZvtbDR0dGRLVu2UKlSJZo2bcq9e/fYtm0bLVu2pHz58sTFxanUd3d3x9nZGV9fX1xdXbG0tHzbLgHw+PFjlfmECQkJfPPNN/zzzz+sWLEix7ppaWncv3+fAwcOcPz4cebOncs777yTLzGJgpX95krT1J7w8KzDwuLj43Mc5ZekXwghCock/UIUMh0dHWbOnMny5cuJjY3FycmJ1atXY2Zm9sZtjh8/Hl1dXfbu3cu6deswNTXF1dWVKVOm5HjPnDlz6Nq1K97e3qxdu/aNn/2iY8eOcezYMeWzkZERVlZWrFy5km7duuVYV1tbmwoVKtC8eXN27NiBg4NDvsQjCp6trW2O29T17duXvn37FnJEQgghNNHKLIxJvUIIIGvqyoYNG/jjjz+KOpRSLyIigvT09FzPISgtCnN6T1RUFK6urrnWCQwMxMnJiTt37rBs2TJlxN/Z2ZkZM2a81YnTxWmXjIImfS19yko/QfpaVLLfoL984j28xUh/UlKSsqPIkydPOHz4MNra2nTu3JmKFSu+abNCCCGKMXNzc5YvX65WnpycjLe3NxYWFjRo0IAnT54wePBgUlJSGD58OOnp6fj7+3Pt2jVCQkLQ19cvguiFEKLseu2kPy4ujkmTJhEXF0dISAgJCQl89NFHREdHk5mZyfr16/nmm29U9hQXQghROhgZGWmch79o0SLS0tLw8fGhQoUK+Pn5ERMTw8GDB6lTpw4AdnZ2DBkyhO+++47evXsXduhCCFGmvfaWnV999RW//PILbdq0AeDbb7/l33//ZerUqQQGBqKtrc1XX32V33EKUSqMHz++RE7tmTFjRp577IeGhmJlZUVMTIzatWfPnuHi4qJx9xZR8l27do2dO3fSs2dPZavVQ4cO4ejoqCT8AK1ateK9997j0KFDRRWqEEKUWa+d9B87dowBAwYwYcIEAI4ePYqFhQVDhw7F0dGR/v37c+bMmXwPVAhRvDk7OxMcHKw2XzshIYHRo0dz9+7dIopMFDQ/Pz8MDQ2ZOHEiAE+fPuXOnTs0btxYrW7jxo35/fffCzlCIYQQrz2959GjR9SrVw/I2oYtIiKCLl26KNfNzMxU9gUXQpQN5ubmagn/6dOn8fb21nggWWGIT0lHZ8qOInl20QgvsJZzOu8gMjKSsLAwhg4dSpUqVYCsE5UBjVvBVq5cmYSEBOLj4zE1NS2weIUQQqh67ZF+S0tL7ty5A2SN8qenp+Ps7Kxcv3TpksZDWoQQxVtmZibbt2+nU6dO2Nra0rFjR3bsUE2YQ0JC6NChAzY2Nnh4eHD69GnlmqbpPcOHD8fa2potW7aoPe/8+fNYWVlx6tQplfILFy5gZWXFuXPn8rmHoiDs2rULHR0dBgwYoJQ9e/YMQNns4UUGBgYAJCYmFk6AQgghgDcY6W/fvj0BAQEkJCRw6NAhKlSogIuLC/fu3WPLli3s37+fMWPGFESsQogCtHz5cgICAhg+fDgtWrTg0qVLLFq0CG3trLGBqKgo/P39mThxIkZGRvj6+jJu3DjCwsJyPGPgwIED1K9fn6ioKLVr9vb2VK9encOHDytrhCBrLnjVqlVxdHQsmI6KfPP8+XMOHDiAi4sL1atXV8ozMjLyvDf775UQQojC8dpJ/9SpU0lKSuLbb7/F0tKSL7/8EkNDQ/7880+CgoLo3r07I0aMKIhYhRAFJC4ujsDAQLy8vJg8eTKQtegyJiaG8+fPY2hoSEZGBhs3bqR27dpA1oitl5cXly9fpl27dhrbrV+/fo7P1NLS4sMPPyQoKIj58+ejr69Peno6P/zwA7169cozKcxeMJoTPz8/0DXItY54dZoO4Lpw4QKJiYlqB3Q9ePAAgH/++UftvujoaAD+/fdfHj9+/NpxZL8hyOlAsNJE+lr6lJV+gvS1qKSnp6Ojo6Px2msPtejr67Nw4UIiIiL44YcfaNmyJQANGjTg5MmTLFu2TPZfFqKEiYiIIC0tTW2HnoULFyq7cVWuXFlJ+AFq1KgBZH1heFMeHh7Ex8dz8uRJAM6dO8ejR4/o3r37G7cpCs+FCxfQ1dVVO0G5cuXKQNYZLi97/PgxxsbGGBoaFkqMQgghsrzx4VxpaWlcuXKF6OhoHB0dMTQ0lGRfiBIqe6GthYVFjnVenp+tpaUFvNpUjpy8//772NjYcPjwYdzc3Pj+++9p2LBhrm8Isl24cCHX6xEREcQmpbxxbEKVppMmb926ha2tLU2bNlW7VqNGDWJiYtTui4qKws7O7o1PrixOJ18WNOlr6VNW+gnS16KSfSKvJm80qfI///kPzs7O9OvXjylTpnD9+nUuXrxIu3bt2Lp165vGKYQoItm7qLw83eLOnTuEh4e/VWKfFw8PD8LCwkhISODo0aMyyl9CpKamcuPGDRo1aqTxeocOHTh79iw3b95Uys6cOcOtW7dUdnwTQghROF476T99+jRTpkyhdu3aTJ8+nczMTCBrVKd+/fqsXLlSDuARooSxs7NDT0+PsLAwlfINGzbwxRdfFOiiy65du5KSkoKfnx8JCQl07dq1wJ4l8k90dDSpqak57tb26aefUqFCBby8vNi2bRsbN25kwoQJNG7cWOOJvkIIIQrWa0/vWbduHdbW1gQGBvL06VOWLl0KQJ06dfjmm28YNGgQAQEB8n/qQpQg5ubmDBgwAH9/f3R1dbG3t+fixYvs27cPb2/vPKfSvO2z27Rpw65du2jZsqXGvd3flKm+To77y5cmRfFqOXtKmImJicbr5ubm7Ny5kyVLlrB69WoMDQ1xc3Nj2rRpMhVUCCGKwGsn/VevXmXSpEkaR/50dXXp1q0bK1asyJfghBCFZ9q0aZibm7Nnzx42b95MrVq1WLx4MT179izQpB+ge/fuhIWFydSeEuTlHXs0ef/99zWe0SCEEKLwvXbSr6enR1paWo7XY2Nj0dPTe6ughBCFT1tbmxEjRmjccjf7jd6LatSooZL09erVi169emls++W6L+vSpYvM8xZCCCEK0GtP1HV0dOTbb78lOTlZ7dr9+/f55ptvaN68eb4EJ4QQoug9fvyY2bNn06pVK5o1a8bAgQPVdoh4lTpCCCGKzmuP9E+aNIlPPvmE7t2707ZtW7S0tPjpp584fvw4+/btIyUlhQkTJhRErEIIIQpZQkIC/fv35/79+3h5eVG+fHmCgoIYPHgwISEh1K9f/5XqCCGEKFqvPdJft25dgoKCqFKlCjt27CAzM5OdO3cSEBDAu+++y/bt22nYsGFBxCqEEKKQbdmyhVu3brFx40bGjx/P4MGDCQoKAlC2aH6VOkIIIYrWa4/0X79+nfr167Njxw5iY2P5559/yMjIoHr16sopjEKI0mPGjBlcvHiR//u//8uxTmhoKDNnzuTEiRNUrVpV7XpAQACLFy/O8boonjIzM9m3bx/Ozs4qp+5WrlyZadOmoaen90p1hBBCFL3XTvq9vLzo2bMnn3/+ORUrVqRixYoFEJYQoiRxdnYmODgYc3NztWt///03vr6+RRCVeFtRUVHcu3eP4cOHA1lfAhITEzE2NqZ///5A1gFuedURQghR9F476U9MTKRGjRoFEYsQooQyNzfXmPCnp6czY8YMKlasSExMTKHHFZ+Sjs6UHYX+3KITni+tZJ9tcPv2bQAsLCxYtmwZe/bsISEhgXfffZeZM2fi4uLySnWEEEIUvdee0z948GC+/vrrAt+3WwhReDIzM9m+fTudOnXC1taWjh07smOHarIcEhJChw4dsLGxwcPDg9OnTyvXQkNDsbKyUkvs/f39efjwocZtQNesWUOnTp346aef+PDDD7G2tqZjx45yoncxEhcXB8CqVas4ceIEs2bNYtmyZRgaGjJ27FjOnDnzSnWEEEIUvdce6f/999958OABAwcOxNDQkIoVK6od1KWlpcXRo0fzLUghRMFavnw5AQEBDB8+nBYtWnDp0iUWLVqk/NuOiorC39+fiRMnYmRkhK+vL+PGjSMsLAwzMzONbV6/fp21a9eydetWoqKiNNa5d+8eixYtYsyYMbzzzjv4+/szffp07OzsqF27dkF1V7yilJQUICv5/+GHH6hQoQIALi4uuLu7s3LlSgYOHJhnnVatWhVNB4QQQiheO+lPTk7G2tq6IGIRQhSBuLg4AgMD8fLyYvLkyQC0atWKmJgYzp8/j6GhIRkZGWzcuFFJxA0MDPDy8uLy5cu0a9dOrc20tDSmT5/Oxx9/jKOjY45Jf2JiIhs2bKBFixYA1K5dm/bt23PixIk8k357e/tcr/v5+YGuQR69F5pkH6T25MkTIOt8lpiYGJU3Oc2bN+fYsWNER0fnWSciIoJy5crlS2yJiYkqMZZm0tfSp6z0E6SvRSU9PR0dHR2N11476X/5lb8QomSLiIggLS0Nd3d3lfKFCxcCWbv3VK5cWSUJz17Xkz2142UbN24kLi6OKVOm5Pn8Zs2aKb/P3tknKSnptfogCoaFhQWAMnr/ogoVKpCZmUmVKlXyrPP8+fN8S/qFEEK8mddO+oUQpUtsbCzwvwRPk5cTNi0tLQAyMjLU6v7xxx9s3LiRLVu2oK+vT1pamlIvPT2djIwMZdqQjo4O+vr6yr3Z5ZrafVle64oiIiKITUrJsx2hzsrKCoCaNWuir6/PkydPlLJsiYmJGBgY0LlzZ7788stc6zg4OOQ48vS6skfSXn5WaSR9LX3KSj9B+lpUcjsJ/bWTfldX11eq99NPP71u00KIImBqagrA48ePeffdd5XyO3fuEB0d/UoJ+It++uknUlNT8fLyUrvm4uJCz549Wbp06VvFLAqHkZERLi4u/PTTT1y/fp169eoBWX83jh07hpub2yvVya+EXwghxJt77aT/nXfeUSvLyMjg4cOH3L59m9q1a9O6det8CU4IUfDs7OzQ09MjLCyMJk2aKOUbNmwgPDw8z7nzL+vduzfOzs4qZcePH2ft2rVs3ryZOnXq5EPUorBMnTqV8PBwBg0axKBBg9DT0yMwMBBDQ0NlDcir1BFCCFG08nVO/++//87w4cNxdHR8q6CEEIXH3NycAQMG4O/vj66uLvb29ly8eJF9+/bh7e392tvzWlpaYmlpqVJ2/fp1IOvVZ2GeyGuqr6PsOV+aFeSr5Ro1arBnzx5WrFiBv78/mZmZ2NvbM23aNGrWrPnKdYQQQhStfJ3Tb21tzYABA1i3bh0dO3bMz6aFEAVo2rRpmJubs2fPHjZv3kytWrVYvHgxPXv2lDM5BDVr1mT16tVvXUcIIUTR0crMzMzMzwZ3797N4sWLuXz5cn42K4QQryUiIoL09HSaN29e1KEUuOK0iKygSV9Lp7LS17LST5C+FpXshbwvTtfNlq8j/Q8ePGDXrl0a5/0LIYQoOp6enly5ckWtvGPHjsoI/dmzZ1m9ejWRkZGYmJjQqVMnJk6ciLGxcWGHK4QQIp/l2+49KSkpPH78mPT0dObNm/fWgQkhhMgfmZmZ3Lx5Ezc3Nzp06KByrXr16gCcO3eOoUOH0rhxYz7//HOio6MJDAzk999/JygoSO3kdSGEECVLvuzeA1n7bTs5OdGtWze1nTuEEEIUnaioKBITE3F1dcXDw0NjneXLl1OtWjV27tyJoaEhANWqVWPBggWcOnVK48nLQgghSg45kVcIkasZM2Zw8eJF/u///i/HOqGhocycOZMTJ06o7c7z7NkzPvzwQz777LMcE05RsG7cuAGQ43apycnJmJmZ0aFDByXhB5Sd2K5duyZJvxBClHCv/b520KBBnD17Nsfrx44do2vXrm8VlBCiZHF2diY4OBhzc3OV8oSEBEaPHs3du3eLKDIB/9syNTvpT0xMVLluYGCAv78/o0aNUim/evUqkPMbXiGEECVHniP9SUlJPHnyRPkcHh6Ou7s7tWrVUqubkZHByZMniYqKyt8ohRDFmrm5uVrCf/r0aby9vYmNjS2aoID4lHR0ppSlt5Phyu9ePJ/g+vXrGBsbs2TJEg4fPkxiYiI1a9Zk0qRJGgdp7t69yy+//MKyZcuoX78+7u7uhRK9EEKIgvNKSX+PHj2Ij48HQEtLi8WLF7N48WKN9TMzM+VEXiFKmMzMTAICAti9ezf//vsv1apVY8CAAQwc+L/EMSQkhC1bthAdHc3777/P1KlT+eCDDwDN03uGDx9O165dGTx4MB9//LHaM9esWcOhQ4eYOnUqX331Fbdu3aJ69eqMGTNGpgHlsxs3bvDs2TPi4+NZvnw5cXFxBAYGMnnyZFJTU+nRo4dSNzY2FhcXFwDKlSvH7NmzMTAwKKLIhRBC5Jc8k35zc3NWrFjBlStXyMzMZN26dbi7u2vci1RbWxtzc3OZ3iNECbN8+XICAgIYPnw4LVq04NKlSyxatEjZsSUqKgp/f38mTpyIkZERvr6+jBs3jrCwMMzMzDS2eeDAAerXr5/rm7979+6xaNEixowZwzvvvIO/vz/Tp0/Hzs6O2rVrF0RXy6TevXuTkZFB//79lbKuXbvSrVs3VqxYwYcffoiOjg6QNbDj5+dHSkoKO3bsYMiQIfj6+tKpU6eiCl8IIUQ+eKWFvO3atVMWcf3777988skn2NnZFWhgQojCkT3q6+XlxeTJkwFo1aoVMTExnD9/HkNDQzIyMti4caOSiBsYGODl5cXly5dzXOBZv379PJ+dmJjIhg0baNGiBQC1a9emffv2nDhxIs+k397ePtfrfn5+oFt2R6izD4sBaNasmVoZQOvWrdm9ezdHjx5V+Xlnz/2fN28e48ePx9vbm/fee6/gg34F2esRXu5LaSR9LX3KSj9B+lpU0tPTlUGcl732Qt4lS5bkmfA/fvz4dZsVQhSRiIgI0tLS1OZtL1y4kK+++gqAypUrqySFNWrUALK+MLyt7IQUUKYGJSUlvXW7Im8VK1YE4Pnz5xqvGxgY4ODgwMOHD/Plz1oIIUTReaMTeb/77jt+/PFHEhMTycjIUMrT09N59uwZN27c4Pfff8+3IIUQBSd7oa2FhUWOdcqVK6fyWUtLC0Dl3/+b0NHRQV9fX/mcPZ3oVdq9cOFCrtcjIiKITUp5q/hKsuwpmPfu3WPo0KF07tyZcePGqdQJCQkBoFatWowePZphw4apTAEC0NPTQ0tLi4YNG2JiYlI4weeiOB13X9Ckr6VPWeknSF+LSkRERI7XXjvp37JlC76+vujp6WFiYsKTJ0+oWrUqsbGxJCUlYWhoqLL4TwhRvJmamgJZb+jeffddpfzOnTtER0e/dWIvipalpSXx8fGEhITg5eWlJO7R0dGEhobi5OSEtbU18fHx7N69m48//lj5Inb37l1+/PFHHBwcikXCL4QQ4s299vSe0NBQGjRowJkzZwgODiYzM5PAwEAuXLjA3LlzSU5Olvn+QpQgdnZ26OnpERYWplK+YcMGvvjiC2X0XZRcc+fOJSYmhk8++YSAgADWr1+Pp6cnurq6zJs3D11dXWbPns2ff/7JwIEDCQoKYu3atXh6eqKlpcWcOXOKugtCCCHe0muP9N+9e5fJkydjYmKCiYkJFSpU4MKFC/Ts2ZN+/fpx8eJFAgICZKcHIUoIc3NzBgwYgL+/P7q6utjb23Px4kX27duHt7d3ntNoijNTfR2V/epLq7xeLbu5ubFu3To2bdqEj48PhoaGODo6MnnyZGXRroeHB3p6emzdupUlS5ZgZGREixYtmDRpUrFZxCuEEOLNvXbSr6uri7GxsfK5Vq1aKquVnZycsnbNEEKUGNOmTcPc3Jw9e/awefNmatWqxeLFi+nZs2eJTvrF/7i5ueHm5pZrnS5dutClS5dCikgIIURheu2kv06dOvz666/KYTvvvfeeyqLduLg4UlLK7uI5IUoibW1tRowYwYgRI9SuLV26VK2sRo0aKl/2e/XqRa9evTS2/XLdbOPHj2f8+PFq5cVhyzMhhBCitHntybq9evUiNDSUzz//nMTERFxcXLhw4QJr167l8OHDbN++nQYNGhRErEIIId6Qp6cnVlZWar8mTJig1Dl79ix9+/aladOmtGnThkWLFvHs2bMijFoIIUR+ee2R/r59+xITE0NQUBC6urp06NCBrl27snbtWgBMTEz4/PPP8z1QIYQQbyYzM5ObN2/i5uZGhw4dVK5Vr14dgHPnzjF06FAaN27M559/TnR0NIGBgfz+++8EBQXJgm4hhCjh3mif/kmTJjF+/Hh0dbNuX7lyJX379iU2NpamTZvmut+3EKJoZGZmKvvri7IlKiqKxMREXF1d8fDw0Fhn+fLlVKtWjZ07d2JoaAhAtWrVWLBgAadOncrx5GUhhBAlwxsP3ejq6nLv3j1+++034uPjsbW1xcXFRRJ+IXJgZWXF+vXrC/weTX799VdGjhz5Vm2MHz8eKysrgoODc6xz7do1Jk2aROvWrbG2tuaDDz5g4sSJREZG5njP0qVLsbKywtfX963iEzm7ceMGgLJTz8uSk5MxMzOjd+/eSsIP4OjoCMg6CyGEKA3eKOm/ePEivXr1wtnZmU8++YTff/+d8PBwnJ2dOXz4cH7HKIR4S99++62S+L2Jx48fExYWRv369XNM+iMjI/nkk0+Ii4tjzpw5fP3110ybNo2oqCh69+6t8ZTAtLQ0Dhw4QP369dm7dy+pqalvHKPI2fXr14H/Jf2JiYkq1w0MDPD392fUqFEq5VevXgXgnXfeKYQohRBCFKTXnt5z+fJlhgwZQrVq1Rg8eDABAQEAVKhQAV1dXT7//HOMjY3lVbAQpcjBgwcxMDDg888/Z8SIEVy5cgUbGxuVOgEBAVhYWLB582Z0dHSUcldXVzp37sz69evZvHmzyj3Hjx/n8ePHrF69mv79+/PTTz/l6xkf8Snp6EzZkW/tFX/hyu9ePJ/g+vXrGBsbs2TJEg4fPkxiYiI1a9Zk0qRJdO3aVa2Vu3fv8ssvv7Bs2TLq16+Pu7t7oUQvhBCi4Lz2SP+qVauoUaMG+/fvZ8SIEWRmZgJgY2PDgQMHqFOnDps2bcr3QIUoba5evcrYsWNp0aIFjRs3pm3btixatIjk5GSVevHx8UyaNIkmTZrwwQcf4OfnpzIirmkK0Jo1a2jUqBEAM2bM4Ntvv+Xu3btYWVkRGhoKwPPnz1m2bBlt27bFxsaGHj168NNPP2mMNTQ0lNatW9OmTRuqVKmicbT/0aNHZGZmkpGRoVJubGzMF198QefOnTW227hxY+zt7bGzs8t16pB4czdu3ODZs2fEx8ezfPlyFi9ejLGxMZMnT+a7775TqRsbG4uLiwszZ84kOTmZ2bNnY2BgUDSBCyGEyDevnfT/+uuv9OrVC0NDQ7VFgSYmJvTu3Vt5lSyE0OzevXv079+f5ORkli1bxpYtW+jSpQuBgYEEBgaq1A0ICCAtLY1Vq1bRr18/tm7d+lrz38eMGYOLiwuVK1cmODgYZ2dnMjMzGTduHHv27GHYsGGsW7eOhg0bMnbsWI4ePapy/9WrV4mMjMTDwwNtbW08PDw4dOgQCQkJKvXatm1LVFQUn3zyCUFBQdy8eVO51qlTJ3r27KlS/9GjR5w8eVJZWNqzZ0/Onj3L7du3X7lv4tX07t2buXPnsnr1atzd3fnoo48IDg6mZs2arFixgvT0dKWulpYWfn5+LFu2jDp16jBkyBCOHDlShNELIYTID2+0e4++vn6O15KTk9VG+oQQqq5du0ajRo1YtWqVcsJ1q1at+Pnnnzl//jyffvqpUrdevXqsXr0aLS0t2rVrR2JiIjt27GDkyJFUrFgxz2e9++67mJubo6+vT5MmTQD4+eefOXXqFKtXr6Zjx45AVtIeFxfHihUrVE5u3bt3LxYWFsqUvV69erFlyxYOHDhAv379lHr9+/fnwYMHbNu2jQULFgBgbm7OBx98wMCBA7G1tVWJ68CBAwB069YNgK5du7JkyRL27NnD1KlT8+yXvb19rtf9/PxAt+yOUL+4+LZZs2ZqZQCtW7dm9+7dHD16lNq1ayvl2XP/582bx/jx4/H29ua9994r+KBfQfZ6hLKwuFj6WvqUlX6C9LWopKenq0yxfdFrj/Tb2dnx/fffa7yWmJhISEiI2lxfIYSqtm3bsnPnTvT19blx4wY//fQTGzZs4PHjx2qLWTt27KjyVs3V1ZXnz5/z559/vvHzz549i46ODm3btiUtLU355eLiwt9//01UVBQAKSkpHDx4EHd3dxITE4mLi6NSpUo0btxYbSqOlpYWkyZN4vTp0/j6+uLp6YmxsTEHDhygd+/eBAUFqdQPDQ2lVatW6OrqEhcXp/xcQkND5VTvQpL9pfH58+carxsYGODg4MDDhw+VPyMhhBAl02uP9E+YMIGBAwcyYMAAXF1d0dLS4vLly1y/fp0dO3bw77//Mn/+/IKIVYhSIyMjA19fX4KCgkhMTKRatWrY2tpiYGCgrJPJVqlSJZXP2dvi3r9//42fHxsbS3p6ujLy/7L79+9To0YNjh07RmxsLLt372b37t1q9X777Tfs7OxUysqXL0/Xrl2VBaJ//PEH06ZNY9myZXTr1o0KFSpw5coV/vzzT/78808cHBzU2j169ChdunTJtQ8XLlzI9XpERASxSWX3y4OVlRWQNZVs6NChdO7cmXHjxqnUCQkJAaBWrVqMHj2aYcOG0b9/f5U6enp6aGlp0bBhQ0xMTAon+Fxkj6Rl9680k76WPmWlnyB9LSqadsrL9tpJf9OmTdm0aRPz5s1j2bJlwP9/jQ5UrlwZPz8/WrRo8WaRClFGbN68me3bt7NgwQLc3d0xNTUFwNPTU63u06dPVT4/ePAAADMzM6Xs5Sl1L2/J+DJTU1NMTU3Ztm2bxuvZUzlCQ0OpXbu2Ml0nW1paGqNGjWL37t3Y2dkRExODp6cnn332GR9//LFK3UaNGjFx4kTGjh1LVFQUFSpUIDQ0FBMTE9atW6e2Nujzzz9n9+7deSb94tVYWloSHx9PSEgIXl5eSuIeHR1NaGgoTk5OWFtbEx8fz+7du/n444+VKZx3797lxx9/xMHBoVgk/EIIId5cnkl/ZGQk1atXV5ISyJoH+n//93/88ccf/PPPP2RkZFC9enWsra2VU3qFEDm7ePEiVlZW9OrVSym7d+8ef/75p9ro+6lTp1Tm+B85cgRDQ0NljryJiQnR0dEq91y6dEnl88vz+xwcHPj666/R1dWlYcOGSnlQUBA///wzK1as4P79+5w+fZpRo0bh5OSk1of27dvzn//8h5kzZ1K5cmV0dHT45ptv6N69u9puL3/99ReGhoa8++67pKSkcOjQIdzc3DQOEHTr1o2vv/6aW7duvfU8clN9HZWtK0urvEaZ5s6dy9ixY/nkk0/4+OOPefbsGUFBQejq6jJv3jx0dXWZPXs206ZNY+DAgXTv3p0nT54QFBSElpYWc+bMKczuCCGEKAB5zunv2bMnx48fVylLS0vjwoULvPvuu3Tu3JmuXbvSpEkTSfiFeEW2trb88ccfbNmyhfDwcEJCQujfvz8pKSkkJSWp1P3tt9+YN28eZ8+e5auvvmLnzp18+umnyhdxZ2dnDh48yO7duzl79ixTp05V2wHH1NSUhw8fcuLECe7fv4+zszPNmjVj1KhRBAcH88svv7BhwwaWLFlC+fLlMTY25rvvviM9PV3jPu4APXr0ICkpiQMHDqCjo8PcuXO5du0aH330Ebt27SI8PJwTJ06wePFiVq1axYQJEzA1NeXo0aM8ffo013YB9uzZ85Y/ZZHNzc2NdevWUa5cOXx8fNi2bRtNmjRh165dyqJdDw8PZTvYJUuWEBgYiIODAyEhIdSvX7+IeyCEEOJt5Zmlvzy/GLL2DR80aBBff/01LVu2LJDAhCjNRo4cyZMnTwgICCA+Pp5q1arh4eGBlpYWmzdvJiEhQZlOMXbsWCIiIhg5ciRmZmZ8/vnnDBs2TGlr5syZpKWlsWzZMnR1denSpQtTpkxh3rx5Sp0+ffpw/Phxxo4dy8SJExk+fDhbtmxh1apVrF27lidPnlCtWjVGjRrFyJEjAdi3bx8NGjRQksKXtW3bFnNzc4KDg5U1Pnv27MHf35+NGzfy6NEjDAwMaNSoEV999ZVywNPevXsxMzOjVatWGtu1srKiYcOGhIaGMmnSpFx3CxOvzs3NTWVXJk26dOki06qEEKKU0srUlNW/oEGDBqxYsYIPP/xQKXvy5AktW7Zk27ZtkvQLIYqliIgI0tPTad68eVGHUuCK0yKygiZ9LZ3KSl/LSj9B+lpUshfyatqoQ+bjCCFEKeXp6cmVK1fUyjt27Mjq1avVymfPns3t27fZsWNHYYQnhBCiEEnSL4QQpVBmZiY3b97Ezc2NDh06qFyrXr26Wv2QkBBCQkJwdHQsrBCFEEIUIkn6hRCiFIqKiiIxMRFXV1c8PDxyrJeens6GDRtYu3ZtIUYnhBCisL3Sibx//fUX58+fV379+uuvQNYcphfLX/wlRH4ZOHAgjRs35urVqxqvN2rUiDVr1hRaPGlpabRu3RorKyv++uuvfGs3NDQUKysrYmJicqwTFRWFlZUV+/fvf622raysVH41atSIVq1aMXnyZO7evfu2ob+yX375BSsrqzwP1hJv78aNGwA5LsQGSE5OpmfPnqxZswYPDw8sLS0LKzwhhBCF7JVG+jdu3MjGjRvVyrMP59IkpwRNiDeRlpbGF198QUhISJFvDXvixAmePXtGzZo12bNnDzNmzMiXdp2dnQkODsbc3Dxf2ntZnz59lHMBUlNTuXv3Lhs3bsTLy4tDhw6Vyl1y4lPS0ZlSduanp6/83yKy69evA/9L+hMTEzEyMlKpn5ycTEJCAn5+fnTp0gUXF5fCC1YIIUShyjN7evnYdiGKgqmpqbKv/ejRo4s0ltDQUBwdHWnYsCG7d+9m8uTJ+ZIwm5ubF1jCD1C1alWV1fwODg7UqFGD/v37c+bMGZydnQvs2aLwXb9+HWNjY5YsWcLhw4dJTEykZs2aTJo0STkjwcTEhB9//LHIv0gLIYQoeJL0ixLB2toac3Nz1q9fT4cOHTROWYiKisLV1ZXly5erzGGeMWMGFy9e5P/+7/8AcHFxwdPTk0ePHnHw4EEyMjLo3r07U6dOZfXq1YSGhgJZ+5rPnTtX5XTZx48fc+LECWbOnEmLFi3YuHEjR44coXv37mpxrFmzhm+//ZZffvmFChUqMHbsWNq3b8+CBQs4ffo0FSpUYMiQIXh5eQFZXyZmzpzJiRMnqFq1KgA//vgja9eu5e+//6ZOnTqMHTtWrd93795lxYoV/Pzzz6SmptK8eXNmzpxJ3bp18/y5li9fHgAtLS2lLDY2ljVr1hAWFsaDBw+oV68eo0aNUlkMamVlxfz58/ntt984evQoaWlptG3blrlz52JhYaHU2717N9u2bSM6OhpbW1s++ugjlec/f/6cpUuXcuzYMR4/fkyNGjX4+OOPVc4hEG/mxo0bPHv2jPj4eJYvX05cXByBgYFMnjyZ1NRUevTogba2NtrarzTLUwghRAknwzuixJg9ezZnzpzhiy++YNeuXW+VrGzdupX27duzatUqTp8+zdatWzlz5gwNGjTAx8eHCxcusHHjRurUqcPQoUOV+w4cOABA586dMTc3x87OjuDgYJWk/8V4Bw8ezJAhQ9i2bRvz589n27ZtdO7cmT59+rBr1y6WLFlC8+bNsbGxUbv/2LFjTJgwgQ8//JCpU6dy9epVpk6dqlLn8ePH9O3bFyMjI7788ksMDAzYunUr/fr1Y9++fSq7tGRkZJCWlqb8/t9//8XHx4f3339fOW8jKSmJfv36ERcXx2effUaVKlU4ePAg48ePZ9myZcppuQA+Pj64u7vz1Vdfcfv2bZYuXYq+vj4rVqwAYOfOnXh7ezNo0CDatWvH2bNnmTNnjkr8ixcv5vTp08yYMQMLCwtOnjzJ8uXLMTc3p2fPnrn+Gdrb2+d63c/PD3QNcq1T2mTvFQ3Qrl072rRpo3Lysbe3N+PHj2fJkiXUr18fHR0dlftTU1NJTExUaae4SUxMBCjWMeYX6WvpU1b6CdLXopKenq72/+3ZJOkXJYa5uTlz5sxh8uTJBAQEMGTIkDduy8zMjBUrVqCtrY2TkxPBwcGkpqbi4+ODrq4ubdq04dixY8ohF9lCQ0NxdnZWpuH06tWLefPmcePGDbWRdRcXF2Vk3tTUlBMnTmBra8tnn30GZL29+Omnn/jtt980Jv3r1q3Dzs5OSaLbtGkDwMqVK5U6AQEBPH36lD179ihvBz744APc3d3ZsGEDCxcuVOquWbNGbcGzgYEBX3/9tTI9KTQ0lJs3bxISEoKtrS2QlTw+ffpUOaQv+/9MGjRowJIlSwBo3bo1V65c4ejRo0DWdpHr16+na9euzJo1S4krISGB3bt3K88PDw+ndevWyimwTk5OGBkZYWZmpvHPTby6zp07q5UZGBjg7OzM7t27uXPnDrVr1y78wIQQQhQJSfpFidK1a1e+//57Vq1ahaurK+++++4btWNjY6O8KdDW1sbMzIxGjRqpzG2uWLEicXFxyufff/+da9euMXz4cKW8TZs26OnpERwcrCS32bKTZoBKlSoBYGdnp5RlJ7YvPiPb8+fP+e9//8vkyZNVyjt37qyS9J89e5bGjRtTqVIlZRRfV1eX1q1bc+bMGZV7+/btq0yvSU9PJyYmhoCAAIYNG0ZAQABNmjTh/Pnz1KpVSyV2gA8//JCTJ0/y119/Ua9ePQCaNWumUqdq1aokJSUBWTt+PXr0CFdXV7X4X0z6nZyc2L17NzExMbRr14527dppnMKkSV47AEVERBCblPJKbZUWr3IaZP369QGoUqWKWn09PT2MjIyKxamSOSlOJ18WNOlr6VNW+gnS16Ly8mDli2QypyhxvvzyS/T09Jg1axaZmZlv1IaxsbFaWbly5XK9J3uu/9SpU3FwcMDBwQEXFxdSU1PZv38/z58/f+tnZHv69CmZmZlqI95VqlRR+RwbG8vFixdp3Lixyq99+/Zx//59tXttbGywsbGhSZMmdOrUia1bt6Kvr8+GDRuU52Z/QXlRdll8fLxSZmhoqFJHW1ubjIwMpR1AbWFy5cqVVT7PmjWLiRMnEhUVhbe3N25ubnzyySdERkbm/gMSubp37x5du3bVuPf+rVu3AKhRo0ZhhyWEEKIIyUi/KHEsLS2ZPn06s2bNYteuXUp59mLU7MQzW/Zcu7eRkpLCoUOH6NSpE/369VO59ueff7Jw4UKOHDmiMuf9bVSsWBFtbW0ePXqkUh4bG6vy2cTEhBYtWvD555+/0XOMjY2pVasWt2/fBrIW9mrabjf7C8SrTrvJrvfw4UOV8pfj19fXZ/To0YwePZp///2XsLAw1q9fz9SpUzl48ODrdkf8f5aWlsTHxxMSEoKXlxcmJiYAREdHExoaipOTk9oXMCGEEKWbJP2iRPL09OTw4cP4+PgoSf6LiU221NRULl++jJ6e3ls97+jRo8TGxtK3b1+cnJxUrtnb27Np0yZ2796db0m/gYEBTZs25YcffmDkyJHKF5pjx46p1HN0dOTw4cPUqVNHZQ/2OXPmYGxsrHGtwIsSEhK4efOm0idHR0eOHDnC5cuXVab4HDp0iMqVK1OrVq1Xir927dpUq1aNI0eO8OGHHyrlYWFhyu9TUlLo3r07vXv3ZujQobzzzjv079+f27dvK29V3papvg7pKwfmS1vFmabFY3PnzmXs2LF88sknfPzxxzx79oygoCB0dXWZN29eEUQphBCiKEnSL0osb29vunXrpkzxqVChAk2bNiUgIICaNWtSoUIFAgMDef78+Vsn/aGhoVSuXBlHR0e1azo6OnTr1o1t27Zx7do1jdN63sTkyZMZPHgwEyZM4OOPP+avv/5i06ZNKnWGDBnCd999x9ChQ/Hy8qJ8+fJ899137N+/n8WLF6vUjYmJUZnr9/jxY/z9/UlOTla2yOzZsyc7duxgzJgxfPbZZ1haWvL9999z8uRJFi5c+Mo7JmlpafH5558zZcoU5s6dS4cOHYiIiFB5M6Ovr4+NjQ1r165FT08PKysrbt26xb59++jYseMb/tRENjc3N9atW8emTZvw8fHB0NAQR0dHJk+enOspvUIIIUonSfpFiVW9enWmTJmCt7e3UrZ06VK8vb2ZPXs2JiYmeHp60rx587caOb537x5nzpyhf//+OSa9PXr0YNu2bQQHB6ts8fk27O3t2bJlC76+vowbN44aNWqwePFiRo0apdSxtLRk9+7d+Pr6MmfOHFJTU3n//ffx9fVV2aoRIDg4mODgYCArKTc1NaVRo0Zs2bIFBwcHAIyMjNi5cycrV67Ex8eHpKQk6tevz5o1a1T26X8V3bp1Q1tbm/Xr17Nv3z7q16/PggULVBYnz58/HzMzM77++msePHiAhYUFnp6eTJw48Q1/auJFbm5uuLm5vXL9l98kCSGEKD20Mt90JaQQQhRjERERpKen07x586IOpcAVp50jCpr0tXQqK30tK/0E6WtRyX6j36RJE7VrMtIvhBClkKenJ1euXFEr79ixI6tXrwbgzp07LFu2jPDwcACcnZ2ZMWOG2q5LQgghSj5J+oUQopTJzMzk5s2buLm5qU3Lyj6l+cmTJwwePJiUlBSGDx9Oeno6/v7+XLt2jZCQEOXANiGEEKWDJP1CCFHKREVFkZiYiKurKx4eHhrrbN++nZiYGA4ePKgs7LWzs1MWh/fu3bswQxZCCFHA5HAuIfKZlZUV69evB+CXX37Bysoqz9NjXxQaGoqVlRUxMTH5FlNUVBRWVlbs378/xzoDBw7Ey8srx88ve7GfAC4uLlhZWSm/GjRogJOTE6NGjcr1sK1evXphZWXF6dOnX6tPImc3btwAyHWXnkOHDuHo6KhSp1WrVrz33nscOnSowGMUQghRuGSkX4gC1LhxY4KDg6lbt+4r3+Ps7ExwcHChz6ueN2+ech7Am3JxcWHkyJEApKWl8eDBA7Zt28bgwYM5fPgwFhYWKvUjIyP573//S/369QkODuaDDz54q+e/LD4lHZ0pO/K1zeLqjxH/2072+vXrwP+S/sTERJVzHJ4+fcqdO3c0bo3auHFjjh8/XrDBCiGEKHSS9AtRgExMTDSuoM+Nubl5kSykfJ0vJjkxNzdX62+TJk1wdnbmyJEj9O/fX+VaaGgodevWZdCgQXz55Zfcv3+fKlWqvHUcZd3169cxNjZmyZIlHD58mMTERGrWrMmkSZPo2rUr9+7dA7K2fH1Z5cqVSUhIID4+HlNT08IOXQghRAGR6T1CFKCXp/esWbMGd3d3jh49SocOHWjSpAkDBgzg999/V+55eXrPjBkzGDZsGCEhIXTo0AFra2s8PDw4deqUck9GRgZ+fn64uLhgbW2Ni4sLvr6+pKamaowrIyODiRMn0rRpUy5evAjkPZ3nTZUvX15jeWpqKgcPHqRt27Z07NgRHR0d9u7dm+/PL4tu3LjBs2fPiI+PZ/ny5SxevBhjY2MmT57Md999x7NnzwAoV66c2r0GBgZA1tsBIYQQpYeM9AtRyB4+fMisWbP47LPPqFKlCuvXr2fQoEEcPnyYqlWrarznt99+Izo6ms8++wwTExNWrVrFhAkTOHnyJKampmzZsoVdu3YxY8YMatSowW+//Yafnx/6+vqMGzdOrb25c+dy/PhxNm/enOs+9pmZmaSlpb1y316sn5GRwaNHj1i9ejWVKlWic+fOKnWPHz/O48eP8fDwoHz58ri6uhISEsLIkSNf6eRfe3v7XK/7+fmBrsErx17SJSYmKntFt2vXjjZt2qgc0Obt7c348eNZsmQJM2bMALJOac6+J9vjx48BuHXrFrGxsYUT/GvI/jLyctylkfS19Ckr/QTpa1FJT09HR0dH4zVJ+oUoZImJiSxatIguXboA0LRpU1xdXQkICGD69Oka74mPj2ffvn3UrFkTyDo5d8CAAfzyyy+4ubkRHh6OtbU1vXr1AsDR0ZFy5cppnJ6xdOlSDhw4wKZNm3B0dFS7/qJz587RuHHjV+7b3r171UbrtbS08PX1VZuytHfvXho1akSDBg2ArAW9hw8f5tSpU7Rr1+6VnynUvfwFC7JG8J2dndm9e7cywp+SkqJWLzk5GdD8FkAIIUTJJUm/EIVMT09PZQGlhYUFzZs3V6bZaFK5cmUl4QeUNwJJSUkAODk5sXLlSvr164eLiwvOzs4MGDBArZ2AgAD++9//0qdPH1q2bJlnrLa2tsydO1fjNU9PT7UyV1dXRo8eDWSN9D948IC9e/cyZcoU9PT0cHd3B7Ledpw6dYoJEyYQFxcHgI2NDZUqVSI4OPiVkv68dkSKiIggNkk9qS2tjIyM8jwNsn79+sD/5vJra2ur3ZOWlkb58uWxs7MrmEDfUnE6+bKgSV9Ln7LST5C+FpXsE3k1kaRfiEJmYWGh9urN3NycqKioHO95edQ1e5edjIwMAIYPH46xsTF79+7Fx8eHFStWUK9ePWbPnk2LFi2U+/78809at25NaGgogwYNynPxrrGxMTY2Nq/cNzMzM7X67du3p2vXrqxatUpJ+vfv309aWhq+vr74+vqq1D9+/Dj37t3TuMhU5O3evXsMHTqUzp07q03tunXrFgA1atSgRo0a/Pe//1W7/48//sDa2rpQYhVCCFF4ZCGvEIVM0zzpR48eqW1n+Tq0tbXp378/oaGh/PzzzyxZsoSUlBQmTJigsph30qRJrF27lkqVKjFnzhwyMzPf+JmvSkdHBysrK27fvq2U7du3D3t7ewIDA1V+ffXVV6SnpxMSElLgcZVWlpaWxMfHExISQkJCglIeHR1NaGgoTk5OVK5cmQ4dOnD27Flu3ryp1Dlz5gy3bt1Spp4JIYQoPWSkX4hC9vz5c86ePatMr3n48CEXL15k2LBhb9xmv379aNSoEbNnz8bCwoJevXoRHx/P4sWLlSlAAJUqVcLIyIhZs2Yxbtw4du3aRb9+/d66T7lJS0vjjz/+oHbt2gBcvnyZ69evs3jxYpycnNTqb926lW+//ZbRo0fnuBjpVZnq65C+cuBbtVESvLx4bO7cuYwdO5ZPPvmEjz/+mGfPnhEUFISuri7z5s0D4NNPP2X//v14eXkxdOhQkpOT2bp1K40bN87xFF8hhBAllyT9QhSB6dOnM3nyZExMTFi7di0mJiYMHPjmyamjoyNbtmyhUqVKNG3alHv37rFt2zZatmxJ+fLllXnz2dzd3XF2dsbX1xdXV9d8m0rz+PFjlfmECQkJfPPNN/zzzz+sWLECyFrAq6+vT4cOHTS20aNHDxYuXMjJkydp3759vsRV1ri5ubFu3To2bdqEj48PhoaGODo6MnnyZOXALnNzc3bu3MmSJUtYvXo1hoaGuLm5MW3aNPT19Yu4B0IIIfKbJP1CFDIdHR1mzpzJ8uXLiY2NxcnJidWrV2NmZvbGbY4fPx5dXV327t3LunXrMDU1xdXVlSlTpuR4z5w5c+jatSve3t6sXbv2jZ/9omPHjnHs2DHlc/bi0pUrV9KtWzeSk5M5fPgwbdq0yfHgp65du7Js2TJ2794tSf9bcHNzw83NLdc677//Plu2bCmkiIQQQhQlrczCmNQrhACyDufasGEDf/zxR1GHUupFRESQnp6e6zkEpUVx2jmioElfS6ey0tey0k+QvhaV7LftTZo0UbsmC3mFEKKUioyMxNramjVr1qiUX7hwgf79+2NnZ0ebNm2YP3++ciiXEEKI0kmm9wghRCmUlpbGzJkzVXZvAvjll18YNmwY5cuXZ+TIkejo6BAQEMC5c+fYvXs3FSpUKKKIhRBCFCQZ6ReiEI0fP16m9ohCsWnTJq5fv65WvnDhQnR0dNi9ezdjxoxh5MiR7Nixgzt37rBx48YiiFQIIURhkKRfiGJm4MCBNG7cmKtXr2q83qhRI7XpGgXBxcWFWbNmabwWFRWFlZUV+/fvV8qsrKxUfjVq1IhWrVoxefJk7t69q7GdtLQ0WrdujZWVFX/99VeB9KMsunbtGhs2bGDMmDEq5VFRUfz55594eHjw7rvvKuV16tShffv27Nu3r7BDFUIIUUhkeo8QxVBaWhpffPEFISEh6OqWnH+mffr0oVevXgCkpqZy9+5dNm7ciJeXF4cOHVLbCvLEiRM8e/aMmjVrsmfPHmbMmJGv8cSnpKMzZUe+tlkc/THCUfl99rSeVq1a0b17d1atWqVcu3fvHgD169dXa+Pdd9/lxx9/JDo6mmrVqhV80EIIIQqVjPQLUQyZmpryxx9/lLjtFKtWrUqTJk1o0qQJDg4Oyp77//zzD2fOnFGrHxoaiqOjI127dmXfvn2kpKQUQdSly5YtW7h9+zYLFixQu2ZkZATAs2fP1K5lnxT94MGDAo1PCCFE0ZCkX4hiyNramq5du7J+/Xpu3rypsY6mKTYAM2bMwN3dXfns4uLC+vXr8fb2xtHREXt7exYsWEBSUhLLli3DyckJJycnZs2aRXJycr73pXz58gBoaWmplD9+/JgTJ07Qrl07unfvTmxsLEeOHMn355cl169fZ926dUyfPp2qVauqXa9Tpw4mJib88MMPvLhbc3JyMqdPnwaQL15CCFFKlZx5A0KUMbNnz+bMmTN88cUX7Nq1C23tN/+OvnXrVtq3b8+qVas4ffo0W7du5cyZMzRo0AAfHx8uXLjAxo0bqVOnDkOHDlXuy8zMJC0tTa29jIwMjc/JyMhQ6mdkZPDvv//i4+PD+++/T8uWLVXqHjhwAIDOnTtjbm6OnZ0dwcHBdO/e/ZX6ZG9vn+t1Pz8/0DV4pbZKusTERDIyMpg3bx4NGzbEzs6Oa9euKdN5Hj58qOwj/eGHH7Jr1y5GjBiBp6cnGRkZ7Ny5k4SEBADu3r2b48FpxUFiYiLwv32xSzPpa+lTVvoJ0teikp6ejo6OjsZrkvQLUUyZm5szZ84cJk+eTEBAAEOGDHnjtszMzFixYgXa2to4OTkRHBxMamoqPj4+6Orq0qZNG44dO6Yc6pFt79697N2795Wfs2bNGrVFxgYGBnz99ddq8/lDQ0NxdnbG3NwcgF69ejFv3jxu3LhB3bp136yjZdjBgwe5desWy5YtIy4uDkBJ5JOTk4mLi8PExIQ+ffrw7Nkzvv/+e06ePAmAo6MjH330EQEBAZiYmBRZH4QQQhQcSfqFKMa6du3K999/z6pVq3B1dVXZceV12NjYKG8KtLW1MTMzo1GjRiqLhCtWrKgki9lcXV0ZPXq0WnsPHjzQWN63b18++ugjIGu0ISYmhoCAAIYNG0ZAQIByQuDvv//OtWvXGD58uPLMNm3aoKenR3BwcI67Br3owoULuV6PiIggNqlsTFUxMjLiypUrpKWlMWXKFLXr+/btY9++ffz000/UqFGDFStWMH36dP7++2+qVatG9erV8fPzQ0dHhw8++AADg+L7hqQ4nXxZ0KSvpU9Z6SdIX4vKy4N3L5KkX4hi7ssvv6Rbt27MmjWLwMDAN2rD2NhYraxcuXJ53mdmZoaNjY1aeVRUlMb6VapUUavfpk0bnJ2d2bBhA5s2bQKyRvkBpk6dqtbG/v37mTJlCoaGhnnGJ/5n6NChmJmZqZQ9fPiQqVOn4uHhQY8ePahcuTLff/89lStXxsnJiUqVKil1z58/T+PGjYt1wi+EEOLNSdIvRDFnaWnJ9OnTmTVrFrt27VLKsxfGvjy/PntuYXFhbGxMrVq1uH37NpC1UPTQoUN06tSJfv36qdT9888/WbhwIUeOHKFHjx5FEG3JVbduXbVRpuwvZzVr1qRVq1YAbN++nefPn/Pdd98pb3qOHz/OxYsXWbZsWeEGLYQQotBI0i9ECeDp6cnhw4fx8fFRkvzsudfR0dFKvdTUVC5fvoyenl6RxKlJQkICN2/exMnJCYCjR48SGxtL3759lbJs9vb2bNq0id27d+dL0m+qr0P6yoFv3U5x9zqLxz799FMmTJjAyJEj6dChA3fv3mXbtm188MEHfPjhhwUYpRBCiKIkSb8QJYS3tzfdunVTtlqsUKECTZs2JSAggJo1a1KhQgUCAwN5/vx5kSX9MTExKvMJHz9+jL+/P8nJyQwbNgzImtpTuXJlHB0d1e7X0dGhW7dubNu2jWvXrhWL+ZGlTceOHfH19WXz5s0sWbIECwsLhg0bxsiRI3Pc8UEIIUTJJ0m/ECVE9erVmTJlCt7e3krZ0qVL8fb2Zvbs2ZiYmODp6Unz5s2VOfOFLTg4mODgYCBr+pGpqSmNGjViy5YtODg4cO/ePc6cOUP//v1z3IK0R48ebNu2jeDgYObOnVuY4Zc6NWrU0PgWoGvXrnTt2rUIIhJCCFFUtDJfPKFFCCFKiYiICNLT02nevHlRh1LgitPOEQVN+lo6lZW+lpV+gvS1qGS/bc/eLe9FciKvEEKUArdu3cLa2lrtnIQXRUZG5llHCCFE6SRJvxBClHDp6emsWrWK1NTUHOukpaUxc+bMXOsIIYQovSTpF0KIEi4kJIR//vkn1zqbNm3i+vXrhRSREEKI4kaSfiFErmbMmIG7u3uudUJDQ7GysiImJkYpO3v2LAMGDMDBwYHWrVszfvx47ty5U9DhljnXrl1jz5499OnTJ9c6GzZsYMyYMYUYmRBCiOJEdu8RQrw1Z2dngoODMTc3B+DSpUsMGzYMV1dXfHx8SExMZP369fTt25eDBw+qnRxbUOJT0tGZsqNQnlUYXj5zIHvKTpMmTXB2diYoKEjtnuw6rVq1onv37qxataqwwhVCCFGMSNIvhHhr5ubmSsIPsHXrVurUqcOqVauUrTmbNWuGs7Mz+/fvx8vLq4giLV22bNnC7du3Wb16Nenp6bnWWb9+PWlpaYUcoRBCiOJCpvcIIcjMzGT79u106tQJW1tbOnbsyI4dqiPkISEhdOjQARsbGzw8PDh9+rRy7eXpPba2tgwePFhlL35LS0tMTU2VKT5r1qyhU6dO/PTTT3z44YdYW1vTsWNH9u/fXwg9LvmuX7/OunXrmD59OpUqVcqzTtWqVQs5QiGEEMWJjPQLIVi+fDkBAQEMHz6cFi1acOnSJRYtWqQk7VFRUfj7+zNx4kSMjIzw9fVl3LhxhIWFaZyqM2rUKLWy8PBwnj59St26dZWye/fusWjRIsaMGcM777yDv78/06dPx87Ojtq1a+cas729fa7X/fz8QNfgFXpfcmTvBZ2ens60adNo2LAhdnZ2JCYmkpSUBMDDhw+5du2aWp1r165x7949lTolUWJiIkCJjf91SF9Ln7LST5C+FpX09PQcT1eXpF+IMi4uLo7AwEC8vLyYPHkyAK1atSImJobz589jaGhIRkYGGzduVBJxAwMDvLy8uHz5Mu3atcvzGY8fP2bOnDlUrVoVDw8PpTwxMZENGzbQokULAGrXrk379u05ceJEnkl/WbZv3z5u3brFsmXLiIuLIzExkWfPngGQnJxMXFwcR44cUakDkJCQoFLHxMQkx5ORhRBClC6S9AtRxkVERJCWlqa2Q8/ChQuBrN17KleurJKE16hRA0BJJnNz//59hg0bxv3799m+fTtGRkYq15s1a6b8PnsKSvaodW4uXLiQ6/WIiAhik1LybKckyT7tMTIykrS0NKZMmaJWZ9++fezbt4/q1avnWeenn35S/ixLiuJ08mVBk76WPmWlnyB9LSrZJ/JqIkm/EGVcbGwsABYWFjnWKVeunMpnLS0tADIyMnJt+9q1a4waNYpnz56xdetW7OzsVK7r6Oigr6+vfM4edc6r3bJu+vTpKl+47ty5Q2xsLL6+vnh4eNCjRw8MDAxITk5Wue/hw4dMnTpVqVO5cuXCDl0IIUQRkaRfiDLO1NQUyJqC8+677yrld+7cITo6+o0T8PDwcEaPHo2pqSlBQUHUq1cvX+IVYG1trfL5xfn6NWvWpFWrVhrvi4qKyrOOEEKI0kmSfiHKODs7O/T09AgLC6NJkyZK+YYNGwgPD89zwawmkZGRjBw5kurVq+Pv74+lpWU+RvzqTPV11Pa2F0IIIcoiSfqFKOPMzc0ZMGAA/v7+6OrqYm9vz8WLF9m3bx/e3t55zp3XZPbs2aSmpjJu3Diio6OJjo5WrllYWFCzZs387IIQQggh8iBJvxCCadOmYW5uzp49e9i8eTO1atVi8eLF9OzZ87WT/n///ZcrV64A8Nlnn6ld9/T0ZNGiRfkSt/gfS0vLPLeLq1GjRrHYUk4IIUTh08rMzMws6iCEECK/RUREkJ6eTvPmzYs6lAJXnHaOKGjS19KprPS1rPQTpK9FJXv3nhen62aTDZqFEKKEioyMxNramm+++Ual/NSpU/Tr1w87OzuaNm2Kl5dXrtu4CSGEKP0k6RdCiBIoLS2NmTNnkpqaqlIeHh7Op59+Snx8PJMmTWLs2LH8888/DBgwgMuXLxdRtEIIIYqazOkXQogSaNOmTVy/fl2tfPHixVSrVo09e/Yo5yv06NGDLl264Ofnx7Zt2wo7VCGEEMWAjPQLIUQJc+3aNTZs2MCYMWNUyp8+fUpkZCSdOnVSOVCtUqVKODg48OuvvxZ2qEIIIYoJGekXQpRa8Snp6EzZUdRhvLUXzxrIntbTqlUrunfvzqpVq5RrJiYmHDlyRO0EZYAnT56go6NTKPEKIYQofiTpF0KIEmTLli3cvn2b9evXk5aWpnJNR0eH2rVrq90TGRnJpUuX+OCDDwopSiGEEMWNTO8RQmiUmJjIihUr6NChA9bW1jRr1oxhw4YRGRkJwIwZMxg5ciRBQUG4uLhgZ2fHsGHDePDgAd9++y1ubm7KzjFRUVFA1tzy8ePHqzyndevWdOnSRaXsk08+Yfr06YXT0RLk+vXrrFu3junTp1O1atVXuufZs2fKz3LEiBEFGZ4QQohiTEb6hRAaTZs2jV9//ZXJkydTs2ZNbt++zapVq/j88885ePAgAOfPn+fBgwfMmTOHx48f8+WXXzJw4EAMDAyYMWMGsbGxLFq0iIULF7Jx40batWvHrl27yMjIQFtbmz///JOHDx/y8OFDHj16hIWFBXFxcVy+fJnBgwfnGp+9vX2u1/38/EDXIN9+HkXp2rVrpKenM23aNBo2bIidnR3Xrl3j3r17AKSmppKYmKh28FZycjILFiwgMjIST09PKlSoUOIP50pMTAQo8f14FdLX0qes9BOkr0UlPT09x6mckvQLIdQkJyeTlJTEnDlz6NSpEwCOjo4kJCSwdOlSnjx5AmSNIq9atYqaNWsC8H//93+EhYVx9OhRpezq1at8//33ALRr146NGzfyxx9/YG1tzblz56hbty537tzh/PnzdOrUiZ9//hltbW3atGlTBD0vvvbt28etW7dYtmwZcXFxACQkJACQkpJCXFwchoaGaGtrK9e8vb25evUqbm5uDBw4MMe2hRBClH6S9Ash1BgYGODv7w/AvXv3uHXrFn///TdhYWEAyt7wFhYWSnKf/dnc3FylrGLFisTHxwNZJwRWrFiRs2fPKkl/q1atuHLlipL0nzx5kubNm2NiYpJrjBcuXMj1ekREBLFJKa/f+WLIysqKyMhI0tLSmDJlitr1gwcPcvDgQX766Sdq1KjBo0ePmD59OlevXqVPnz7Mnz8fLS2tIog8/xWnky8LmvS19Ckr/QTpa1HJ7SBGSfqFEBqdOnWKxYsX89dff2FsbEyDBg0wMjICIDMzEwBjY2O1+zTtHJMtewT/3LlzDBs2jPPnz9OrVy8MDQ05fvw4AKdPn2bYsGH536ESbvr06coIf7aHDx8ydepU2rdvT/v27alcuTIJCQkMGzaMq1ev4uXlxcyZM4soYiGEEMWJJP1CCDX//PMPY8eOxd3dnc2bNysj90FBQZw6deqt2m7Xrh2zZ8/mt99+Iz4+Hnt7ewwNDdmyZQvnzp3j/v37ODs750MvShdra2u1suwF0paWljRp0gQDAwPmzJnD1atXGTRokCT8QgghFJL0CyHU/P777yQnJzNq1CiVqTrZCX9GRsYbt92mTRtSU1PZunUrVlZWVKxYkWbNmqGrq8tXX31F7dq1NW47+SZM9XVU9rgv7W7evMn+/fsxNTWlYcOG7N+/X62Oh4dHEUQmhBCiqEnSL4RQ07hxY3R1dVmxYgVeXl4kJycTGhqqTMFJSkp647YrVqyInZ0dR48eZdCgQQAYGRlhbW3Nr7/+ypAhQ/KjC2VSeHg4APHx8TmO8kvSL4QQZZMk/UIINbVq1WLlypWsXbuWUaNGUaFCBZo0acKOHTsYOHBgnoto8+Ls7MylS5dwcnJSypycnPj1119las9rqFGjBteuXVMWkfXt25e+ffsWcVRCCCGKI63M7BV5H8xcBAAA0mxJREFUQghRikRERJCenk7z5s2LOpQCV5x2jiho0tfSqaz0taz0E6SvRSV7954mTZqoXZMTeYUQooidPXuWvn370rRpU9q0acOiRYt49uyZSp1Tp07Rr18/7OzslJOOc9uaTQghhHiRJP1CCFGEzp07x9ChQ0lNTeXzzz/Hw8OD4OBghg8friyYDg8P59NPPyU+Pp5JkyYxduxY/vnnHwYMGMDly5eLuAdCCCFKApnTL0QRyczMLDUHJok3t3z5cqpVq8bOnTsxNDQEoFq1aixYsIBTp07Rrl07Fi9eTLVq1dizZ49yDkKPHj3o0qULfn5+zJgxoyi7IIQQogSQkX5RbA0cOJDGjRtz9epVjdcbNWrEmjVrCjwOFxcXZs2apfFaVFQUVlZWGrdGzE1YWBjTp0/Pj/CKjRkzZuDu7l7UYZQoycnJmJmZ0bt3byXhB3B0dASy5ok+ffqUyMhIOnXqpHLwWaVKlXBwcODXX38t9LiFEEKUPDLSL4q1tLQ0vvjiC0JCQtDVLT1/XQMCAkhPTy/qMEq9+JR0dKbsKOow1GSfHWBgYIC/v7/a9ewvuu+88w4mJiYcOXJE40nHT548QUdHp2CDFUIIUSrISL8o1kxNTfnjjz/YsmVLUYciRIG7e/cuoaGhLFq0iPr16+Pu7o6Ojg61a9fG0tJSpW5kZCSXLl2iadOmRRStEEKIkkSSflGsWVtb07VrV9avX8/Nmzc11slpis3L001cXFxYv3493t7eODo6Ym9vz4IFC0hKSmLZsmU4OTnh5OTErFmzSE5OfuOYnz9/zrJly2jbti02Njb06NGDn376Sbk+cOBAzp49S3h4OFZWVvzyyy9A1qjt7NmzadmyJba2tvTt25eLFy+qtG1lZcW6devo1asX9vb2bNu2Dcg6iXXMmDG0bNmSpk2bMnz4cCIjI1XuvX//PtOmTaNFixY0a9aMwYMH89///heACRMm4OLiwss7+E6aNImPPvpI+fzdd9/Ro0cP7OzscHFxYfXq1bm+sdizZw9dunTB2toaFxcXNm/erPKMx48fM2XKFFq3bo2trS0eHh589913r/HTLj1iY2NxcXFh5syZJCcnM3v2bAwMDDTWffbsmTI9bMSIEYUZphBCiBKq9MyXEKXW7NmzOXPmDF988QW7du1CW/vNv6tu3bqV9u3bs2rVKk6fPs3WrVs5c+YMDRo0wMfHhwsXLrBx40bq1KnD0KFDlfsyMzNJS0tTay97d5UX640bN45ff/2VCRMm8N577/Gf//yHsWPHsnbtWtzc3Jg3bx4zZswgPT2defPmUbduXZKTk/Hy8uLRo0dMnjyZypUrs3v3bry8vAgKCsLW1lZ5xvr165k8eTLvvfcetWrV4tq1a3zyySfUrVuX+fPnA7Bp0yb69u1LSEgIdevW5dmzZ/Tt25fMzExmzJiBhYUFmzdvZsiQIRw4cICPPvqIH374gQsXLuDg4ABAQkICx44dY9q0aQAEBQWxYMEC+vTpw+eff85ff/3FihUreP78uVLnRZs2bcLPz4/BgwfTpk0brly5wurVq3n8+LGy8HTq1Kk8evSI+fPnY2Jiwv79+5k+fTrVqlVTObhLE3t7+1yv+/n5ga7mpLmoZe/p/KKEhASmTp1KWloaBw8exMvLi6lTp9K6dWuVesnJySxYsIDIyEg8PT2pUKECiYmJObZb2khfS6ey0tey0k+QvhaV9PT0HKd9StIvij1zc3PmzJnD5MmTCQgIYMiQIW/clpmZGStWrEBbWxsnJyeCg4NJTU3Fx8cHXV1d2rRpw7Fjx9T2P9+7dy979+7Ns/0zZ85w6tQpVq9eTceOHQFo27YtcXFxrFixAjc3N+rWrYuJiQnp6enK4Rl79uzh2rVrhISEYGNjo9zn6emJn5+fMqIP0KxZM4YNG6Z8njBhAuXKlSMgIAAjIyMAWrdujbu7O6tXr2b16tXs27ePu3fvcuDAAerXrw9kHdzRs2dPLl26RMeOHbG0tGT//v1K0v+f//yHjIwMunbtSkZGBuvWraNTp04sWLAAgA8++IC4uDh+/vlntTcE8fHxbNiwgf79+zNz5kylvpGREcuWLWPQoEG88847hIeHM3bsWNzc3ICsBawVK1ZET08v7z/MUsbExIQ2bdoA0KpVK8aPH4+/v79K0p+QkIC3tzdXr17Fzc2NgQMHFlW4QgghShhJ+kWJ0LVrV77//ntWrVqFq6sr77777hu1Y2Njo7wp0NbWxszMjEaNGqksEq5YsSJxcXEq97m6ujJ69Gi19h48eKBSfvbsWXR0dGjbtq3KmwEXFxeOHj1KVFQUNWrUUGvn7NmzWFpa0rBhQ5X72rdvz6ZNm0hJSUFfXx9ASdqzXbhwARcXFyXhBzA2NlaeCXDx4kVq1aqlcq+pqalyHbK2gNy1axdz585FX1+fffv20b59eypWrMjNmzd59OiR2u4848aNY9y4cWr9+fXXX0lKSsLFxUXt57B48WLOnTtHr169cHJyYs2aNfzxxx+0adOGdu3avfKuRhcuXMj1ekREBLFJKa/UVmF7lVMb3d3d2bFjB5UrV8bc3JxHjx4xffp0rl69Sp8+fZg/f76y5WtxOg2yoElfS6ey0tey0k+QvhaV3A5tlKRflBhffvkl3bp1Y9asWQQGBr5RG8bGxmplmnZFeZmZmZkyAv+iqKgolc+xsbEqI/gvu3//vsakPzY2lpiYGBo3bqzxvidPnigLOS0sLFSuPX36lEqVKqndY2FhQUJCgtL+y/e9rFevXmzatIljx47RuHFjLl26xKZNm5T7NT07J9n1X5wi9aL79+8DWVNwNm7cyH/+8x9++OEHtLW1adWqFQsWLKB69eqv9KyS7ObNm3z66acMGzaM/v37q1x79uwZWlpa6Ovrk5CQwLBhw7h69SpeXl7K2xMhhBDiVUnSL0oMS0tLpk+fzqxZs9i1a5dSnj3a+fL8+uw5doXJ1NQUU1NTlek4/4+9O4/rKfsfOP5qEymUsmcMZqJV2myJGFJZIkvIZJctQqKylC0iqWkhS1nTTDSWMcbORPYxM7IMvoyxDBKVtP/+6NH9+agIk6LzfDx6fPvce+6959xP5vu+555z3q/68ssvSzyuWbNm+Pv7F7tfXV29xGvWqFGDx48fF9n+6NEjatWqJZ3//v37RcqcPXsWTU1NmjRpQpMmTTAxMeGnn37izp07aGpq0qFDB+l4KJh4+6rHjx9z/fp1WrduXaQ9UBDUa2trF7lunTp1pHIzZsxgxowZ3Lx5k4MHD0qTrcPDw0ts8+fiiy++IDU1lW3bttG/f3/pbc4///zD/v37MTMzQ1VVFQ8PD5KSkhg2bJgI+AVBEIT3IoJ+4ZPi6OjI3r17CQgIkIJ8VVVVAJmgNjs7m0uXLn30seFmZmasW7cORUVFWrZsKW3fvHkzv/76K8uWLQNAQUFBZtUbMzMzjh07Rp06dWSWZly5ciX37t0r8WGg8NjDhw/z4sULaYjPixcvOHz4sJTkqXXr1vzyyy/cuHGDZs2aAQU9yePGjWP48OFMmDABgH79+rFgwQL+/vtvevXqJU0Gatq0KbVq1eLQoUPY2dlJ146JiSEyMpJTp07J1MnIyAglJSX+/fdfbG1tpe0XLlwgODgYd3d38vPzGThwILNmzcLGxoamTZvStGlTLl68WOQNyvtSq6IgrYlfESkqKuLt7Y2HhwfOzs706tWLp0+fsnnzZuTk5PDx8eHGjRvEx8ejpqZGy5Yti00E16JFi3KovSAIgvApEUG/8Mnx8/PD3t5emjxas2ZNjI2NiYqKQltbm5o1axIdHc3Lly8/etDfqVMnWrduzbhx4xg/fjxNmjTh/PnzfPfdd9jb20vDi9TU1Dh79iwnT55EV1eXvn37smnTJoYPH87YsWOpW7cuR44cYf369UycOFF6m1GcCRMmMGDAAFxcXBg9ejT5+flERkby4sULKZh3dHRk48aNuLq6MmnSJGrWrMnatWtRVlamf//+0rlsbGxYsGABf/75J0uXLpW2KyoqMnHiRBYuXIi6ujrW1tZcu3aN1atXM3LkyCJLS2poaDBixAgCAwNJS0vDxMSEe/fuERgYiJqaGl999RXKyso0bNiQBQsWkJaWRuPGjfnjjz84evQo48eP/y+/lgqtd+/eKCkpERkZyeLFi1FRUaFNmzZMnTqVL7/8UnqrlZqaWmIv/48//vgxqywIgiB8gkTQL3xyGjZsyLRp0/Dz85O2LVmyBD8/P7y9vVFVVcXR0RETExPi4uI+at3k5eVZs2YNQUFBhISE8PTpU+rXr8+4ceMYO3asVG748OH89ttvjB49mqVLl2Jra8vmzZtZvnw5S5YsIT09HW1tbXx8fBg6dOgbr6mjo8PmzZtZsWIFHh4eyMvLY2pqSkxMjDRxV1VVlc2bN+Pv74+vry/5+fm0bt2a6OhoaagNFMx5MDc3Jzk5mebNm8tcx9nZmWrVqrFu3Tq2bdtGgwYNmDx5comrKU2dOhUtLS22bNlCeHg4tWrVwtLSEnd3d+khITg4mICAAIKCgqR7NWnSJEaPHv1e9/9TZWtrK/NG5FVOTk44OTm98fiKsEycIAiCULHJ5b++1p4gCJVWeno6HTt2ZObMmQwYMKC8q/NBLl68SG5uLiYmJuVdlTJXkVaOKGuirZ+nytLWytJOEG0tL4Wr9xS3oIjo6RcEgbt377Jz506OHz9OtWrV6NmzZ3lX6bNx/PhxwsLC+PPPP5GXl8fIyIgpU6bI/AfZ0dGR33//vcix3bt3Z9WqVR+xtoIgCMLnSgT9giAgLy/Pxo0bqV69OsuXLy/VMqbC250+fZrRo0fz1VdfMXXqVHJyctiyZQtDhw5ly5YtGBoakp+fz40bN+jatSvdunWTOb4yLFsqCIIgfBwi6BcEgQYNGpCYmFje1fjsLFq0iPr167N9+3bpQapPnz7Y2tpKmZbv3r3Lixcv6NKlC7179y7nGguCIAifK/nyroAgCP/P2dkZPT09kpKSit2vq6tLcHBwmdfD2toaLy+vYvfdvXsXHR0dmaUjdXR0ZH50dXVp164d7u7u/PPPPzLHv15WT0+PNm3aMGbMGM6cOVOm7fqYnj17xpUrV7CxsZF5c6KpqYmZmRkXLlwA4K+//gKQllIVBEEQhLIgevoFoYLJyclh9uzZxMbGoqj46fwTHThwIH379gUK8iT8888/hIeH4+Liwp49e6TEU6+XzcrK4uHDh2zevJlhw4axcuVKunfv/p/UKTUrF4VpG/+Tc72L3OXOqKqqsm/fvmKHSj19+lTKgXD9+nXg/4P+V/MtCIIgCMJ/5dOJKAShklBTU+Py5cusWbMGV1fX8q5OqdWrV09mcqqZmRmNGjViyJAhJCQk0KlTpxLLAvTo0QNnZ2d8fHxo3769lHTtU6WgoECTJk2KbL9y5Qrnz5+Xsh1fv36d6tWrs3jxYvbu3cuLFy/Q1tZm6tSpMonQBEEQBOFDiOE9glDB6OvrY2dnR2hoKDdu3Ci2THFDbAA8PT355ptvpM/W1taEhobi5+eHubk5pqam+Pr6kpGRgb+/PxYWFlhYWODl5UVmZuZ/3pYaNWoAvDG5WCFFRUUmTZrEs2fP+Omnn/7zulQE6enpzJw5E4AxY8YABcN70tPTSU1NZenSpSxatIjq1avj7u7Ozp07y7G2giAIwudE9PQLQgXk7e1NQkICs2fPZuvWrcjLv//zeWRkJJ07dyYoKIgTJ04QGRlJQkICLVq0ICAggLNnzxIeHk6zZs0YMWKEdFx+fj45OTlFzpeXl1fsdfLy8qTyeXl53Lt3j4CAAJo2bUrbtm1LVVcLCwvk5eU5f/68TKbg4piamr5xf2BgICgqv7FMWSkuWVZmZia+vr5cuXIFR0dHatasydWrV7GyssLS0lKmV9/Pz49JkyaxePFivv76a2koUElevHhR4nU/N6Ktn6fK0tbK0k4QbS0vubm5Jf5/hgj6BaEC0tDQwMfHB3d3d6KiokrMelsa6urqLFu2DHl5eSwsLIiJiSE7O5uAgAAUFRWxtLTk0KFDUkKPQj/88AM//PBDqa8THBxcZJKxsrIy69atkxnP/yYKCgqoq6vz6NGjUl/3U5CWloafnx9JSUl07doVZ2dnaV+PHj2KlFdWVqZTp05s27aNv//+u9hhQoIgCILwLkTQLwgVlJ2dHbt37yYoKIguXbrQuHHj9zqPgYGB9KZAXl4edXV1dHV1ZSYJ16pVi+fPn8sc16VLl2LnFDx69KjY7U5OTvTr1w8o6Gl48OABUVFRjBw5kqioqGKzA36Is2fPvnH/xYsXScnI+k+vWVqvZmV88uQJM2fOJCkpiYEDBzJ//vxSDXf6+uuvAahTp85bszxWpGyQZU209fNUWdpaWdoJoq3l5fUOvFeJMf2CUIHNmzcPJSUlvLy8yM/Pf69zVK9evci20iTfUldXx8DAoMhPYTD6ujp16khlWrVqhY2NDZGRkVSpUoWwsLBS1TUzM5Nnz55Rt27dUpWv6NLS0hg5ciRJSUm4uLjg6+srE/A/fPgQOzs7QkJCihx769YtABo1avTR6isIgiB8vkTQLwgVWN26dZk5cyanT59m69at0vbCwPH18fWF4woriurVq/PFF19w+/btUpU/c+YMOTk5bx2v/6nw9fUlKSmJYcOGMWvWrCL769atS2pqKrGxsaSlpUnb79+/T1xcHBYWFmhpaX3MKguCIAifKTG8RxAqOEdHR/bu3UtAQIAU5BcuZ3n//n2pXHZ2NpcuXUJJSalc6lmctLQ0bty4gYWFxVvL5ubmEhoaioaGBt26dftPrq9WRYHc5c5vL1gGbty4QXx8PGpqarRs2bLISksAvXv3Zs6cOUyYMIFBgwbRv39/0tPT2bx5M4qKisydO7ccai4IgiB8jkTQLwifAD8/P+zt7aUhPjVr1sTY2JioqCi0tbWpWbMm0dHRvHz5styC/gcPHsiMJUxOTmbt2rVkZmYycuTIEsvm5OTwzz//EBMTw6VLl1i1alWxQ5I+NadPnwYgNTW12F5+KAj6u3btynfffUdERAQBAQFUrVoVc3Nz3N3dRZZeQRAE4T8jgn5B+AQ0bNiQadOm4efnJ21bsmQJfn5+eHt7o6qqiqOjIyYmJsTFxZVLHWNiYoiJiQEKhh+pqamhq6vLmjVrMDMzK7GsgoICGhoatG3bFh8fH1q2bPnR614WnJyccHJyKlXZrl270rVr1zKukSAIglCZyeW/7+xAQRCECuzixYvk5uZiYmJS3lUpcxVp5YiyJtr6eaosba0s7QTR1vJS+Ba9uBXzxEReQRCEMnL8+HEGDx6MkZERxsbGuLi4vHE5tStXrqCvr18k34EgCIIgfCgR9AuCIJSB06dPM3r0aFJTU5k6dSoTJkzgzp07DB06lEuXLhUpn5OTw6xZs8jOzi6H2gqCIAifOzGmX6gw8vPzS5W0qDxU5LqVB3E/3m7RokXUr1+f7du3S3kR+vTpg62tLYGBgaxfv16mfEREBNevXy+PqgqCIAiVgOjp/ww5Ozujp6dHUlJSsft1dXU/6vCBnJwc2rdvj46ODjdv3iy2TEREBGvXrv1odUpOTmbRokV07doVfX19zM3N+fbbb/nll19kyj18+JCxY8fyzz//fLS6vYv79++zZMkSunfvjpGRER07dmTixInF9iT/Vz72d/UpevbsGVeuXMHGxkYmEZqmpiZmZmZcuHBBpvzVq1cJCwtj/PjxH7uqgiAIQiUhevo/Uzk5OcyePZvY2FgUFcv3az569Cjp6eloa2uzfft2PD09i5QJCgrC1dX1o9QnIyODwYMHAzB27FgaN25Mamoqe/fuZeLEicyePZtvv/0WgFOnTnHkyBF8fHw+St3exdmzZ5kwYQKampq4uLjQpEkTnj59yubNm3FycmLlypV88803//l1P+Z39aFSs3JRmLbxo14zd7kzqqqq7Nu3r9jMx0+fPkVBQUH6XDisp127dvTq1YugoKCPWV1BEAShkhBB/2dKTU2Ny5cvs2bNmnIP0OLi4jA3N6dly5Zs27YNd3d3qlSpUm71+fnnn7l16xYHDhxAW1tb2t61a1devnzJqlWrGDp0qExgVtGkpKQwZcoUmjVrxrp166hataq075tvvsHFxYXZs2fTtm1bKZGX8PEoKCjQpEmTItuvXLnC+fPn6dChg7RtzZo13L59m9DQUHJycj5iLQVBEITKRAzv+Uzp6+tjZ2dHaGgoN27cKLbM3bt30dHRKZIp1NPTU6aH2NramtDQUPz8/DA3N8fU1BRfX18yMjLw9/fHwsICCwsLvLy8yMzMlDlXcnIyR48excrKil69epGSksK+fftkyujo6JCbm0tISIjMclcXL15k+PDhmJmZYWZmhpubG3fv3pX2x8XFYWxsTGJiIg4ODhgYGNCzZ0/Onz/PxYsXcXR0xNDQkJ49e3Ly5EnpuMePHwNQ3Gq148aNY/z48WRlZREXF4eHhwcAXbp0kXlDsX37dmxtbdHX18fa2prVq1fLnM/T05MRI0bg4+ODiYkJgwYNIj8/n7y8PMLDw6VhRTY2NsTGxhapx86dO3FwcKBVq1Z07NgRf39/Xr58KbP/0aNHeHl5yQT8AEpKSsycOZMBAwaQmpoqbT9z5gxDhgzByMgICwsLvL29ef78ucz9NDAw4Pz58/Tv3x8DAwM6d+7MunXr3vpdXb16ldGjR2NsbIyJiQlubm48ePBA2p+YmIiOjg4xMTF06tSJDh06cPbsWZKTk5k2bRrt27fH0NCQ3r17s3PnziL343OQnp7OzJkzARgzZgwA169f57vvvmPmzJnUq1evPKsnCIIgfOZET/9nzNvbm4SEBGbPns3WrVuRl3//Z7zIyEg6d+5MUFAQJ06cIDIykoSEBFq0aEFAQABnz54lPDycZs2aMWLECOm4H3/8EYAePXqgoaGBkZERMTEx9OrVSyoTExPD4MGDcXBwoH///gAkJCQwatQo2rdvj7+/P+np6QQHBzNo0CB27tyJpqYmAJmZmXh6ejJ58mTU1dVZsGABbm5uKCkpMW7cODQ0NFixYgXu7u4cOXIEZWVlOnTowIoVKxg6dCgDBw6kQ4cO6OrqoqSkhKGhIYaGhgB06tSJSZMmERwcLBPkRkREEBgYyLfffoulpSW///47q1atIjk5WebBIDExkTZt2hASEsLLly+Rk5Nj7ty5xMXF4erqipGREb/++is+Pj68fPkSZ2dnAFatWkVoaCjDhg1j2rRpXL9+nVWrVpGUlMT69euRk5Pj+PHjaGlpoaenV+z39Wo7oCDgHz58OO3atSMoKIgnT54QGBjI1atX2bp1qzQELCcnB3d3d0aMGMG0adOIjY3F39+fli1b0rZt22K/q1u3buHk5ETz5s1ZtmwZWVlZBAcHM2TIEHbu3ImamppUj8DAQHx9fUlPT8fQ0BBXV1eePHnC/PnzUVVVJT4+npkzZ1K/fn0sLCze+Ddpamr6xv2BgYGgqPzGMmWhcL3mV2VmZuLr68uVK1dwdHSkZs2aXL58GQ8PD1q2bImRkRFXr17l4cOHQMGDaXHnKcmLFy9KvPbnRrT181RZ2lpZ2gmireUlNze3xJEKIuj/jGloaODj44O7uztRUVEMHz78vc+lrq7OsmXLkJeXx8LCgpiYGLKzswkICEBRURFLS0sOHTpUZA3yuLg4OnXqhIaGBgB9+/Zl7ty5/PXXXzRv3hz4/wQS9erVk35fvnw5zZo1IyIiQnpYMTExoXv37qxdu1bqMc3NzWXSpEk4ODgAcPPmTfz9/Vm4cCGOjo5SmcmTJ3P79m2+/vprWrRowYoVK/Dz82PVqlWsWrWKatWqYWpqSr9+/ejRo4d0/wqH/7Rs2ZJGjRqRmppKWFgYQ4YMYdasWQB06NABFRUV/P39GTZsGA0aNAAKAuj58+fTqFEjoCA43r59Ox4eHtKDUYcOHcjNzSUoKAhHR0cyMzNZs2YNgwcPZvbs2VKZunXrMnXqVI4ePUqnTp148OCBdJ3SKLyf4eHh0v3U1dXFwcGBvXv3Sg9heXl5TJo0iX79+gHQunVrfvnlFw4fPkzbtm2L/a5CQkJQUVFh/fr1VK9eHQAzMzO6du3Kpk2bZIaXDRkyhG7dukmfT58+zYQJE6RstObm5tSqVQslJaVSt62iS0tLw8/Pj6SkJLp27So93O3YsYNbt27h7+8vvXFJS0sDCh4Snj9/jqqq6gc9rAuCIAhCIRH0f+bs7OzYvXs3QUFBdOnShcaNG7/XeQwMDKTgQ15eHnV1dXR1dWUmCdeqVUtmuMgff/zB1atXGTVqlLTd0tISJSUlYmJi8PLyKvZaL1684M8//8TNzU0m4GnQoAGmpqacPn1apryRkZH0e+3atQHZTHS1atUCkKmbjY0NXbp0ITExkV9//VX63+PHj7N//35WrFhR7JKUFy5cICMjA2tra5nx19bW1ixatIhTp07Rt29fAFRUVKSAHwomBefn59O5c+cix0ZFRXHp0iVevnxJVlYWdnZ2Mte1sbHBw8ODxMREOnXqhIKCArm5ucXev9dlZGTw22+/MWbMGPLy8sjLywPgq6++okGDBiQkJMi8eWndurX0e5UqVdDQ0CAjI6PE8586dYq2bduirKwstUtdXR1DQ0MSEhJkgv6vv/5a5lgLCwuCg4O5fPkylpaWWFlZSQ90b3P27Nk37r948SIpGVmlOtd/6dVhT0+ePGHmzJkkJSUxcOBA5s+fL/1dXblyhZycHKZNm1bkHDt27GDHjh0cPHhQ5m+oJBUpG2RZE239PFWWtlaWdoJoa3l5UwJIEfRXAvPmzcPe3h4vLy+io6Pf6xyFPbivKm5lklfFxcUBMGPGjCL74uPjmTZtWpHx6ACpqank5+dLQ3heVbt2be7du/fWuhV33tcpKSnRoUMHaVLlv//+y4IFC9i7dy8ODg507NixyDEpKSkAMkOYXvXvv/9Kv79e/8JjbWxsSjy2cF6AlpaWzD55eXk0NDSknuAGDRq8cVnO/Px8/v33X+rWrcvz58+luQTh4eFvrDMU/V7l5eWlB4XipKSksGvXLnbt2lVk3+uTWQsfygoFBgYSHh7OTz/9xM8//4y8vDzt2rXD19eXhg0blnjNT0FaWhojR44kKSkJFxcX6c1QoZkzZ8o8iELBsJ4ZM2bQu3dv+vTpU+TvQBAEQRDelwj6K4G6desyc+ZMvLy82Lp1q7S9sMfx9YCucGzah8jKymLPnj3Y2NhIy2MWunbtGgsWLGDfvn306dOnyLGqqqrIyclJE25f9ejRI9TV1T+obgMHDqRp06YsXrxYZnudOnVYsGABP//8Mzdu3Cg26C8cnx4YGCiz8s+r5yhJ4bGbNm0q9qGkUaNGUiD/6NEjmbcyeXl5JCcnS223tLTk8OHD/P777xgYGBQ519mzZxk6dCiLFi2ie/fuyMnJMWLECGno0quKe2h6F6qqqnTs2JFhw4YV2fe2VZrU1NSYMWMGM2bM4ObNmxw8eFCaNF7cA8qnxNfXl6SkJIYNG1Yk4IeCyfavK5yorq2tTbt27cq8joIgCELlIYL+SsLR0ZG9e/cSEBAgBfmFSznev39fKpednc2lS5c+eEz1gQMHSElJwcnJqciETFNTUyIiIti2bZsU9L86jKd69ero6emxd+9exo4dK+27f/8+58+fl8ZEv6+GDRuyb98+xo8fXyRwv3XrFvD/w1BenwxjZGSEkpIS//77L7a2ttL2CxcuEBwcjLu7O3Xr1i32uoUTT589e4aZmZm0ff/+/cTGxjJ//nyMjIyoUqUKe/bswcTERCqzb98+srOzpW29evXiu+++w9/fn7Vr16Ks/P8TVrOzswkMDERFRYWuXbuiqqqKrq4u//vf/2QeENLS0nBzc8Pe3p6mTZuW+v69Psbc3NycGzduoKenJ+3Lzc1lypQpGBoalvi688GDBwwcOJBZs2ZhY2ND06ZNadq0KRcvXpRZpelDqFVRIHf5h/29vI8bN24QHx+PmpoaLVu2LLJCFkDv3r0/er0EQRCEyksE/ZWIn58f9vb20hCSmjVrYmxsTFRUFNra2tSsWZPo6Ghevnz5wUF/XFwcWlpamJubF9mnoKCAvb0969ev5+rVq+jo6FCjRg0uXLjAmTNnMDU1ZerUqYwePZpx48bh5OQkrd6jqqqKi4vLB9Vt6tSpJCYm4ujoyLBhwzA2NkZeXp7ff/+ddevW0blzZ9q3bw/8f+/8L7/8QseOHaXViQIDA0lLS8PExIR79+4RGBiImpoaX331VYnXbdGiBfb29syePZu///6bli1b8tdff7FixQr09PSkibkjR44kPDwcRUVFrKysuH79OsHBwZibm2NpaSnVa/HixUyaNIn+/fszdOhQvvjiC+7du8fGjRu5cuUKISEh1KxZEwA3NzfGjRuHp6cntra2ZGVlsWbNGq5du1bqMfSFXv+uJkyYwIABA3B1dWXAgAEoKiqyadMmEhIScHJyKvE89erVo2HDhixYsIC0tDQaN27MH3/8wdGjRz/5zLSF805SU1OL7eUHEfQLgiAIH5cI+iuRhg0bMm3aNPz8/KRtS5Yswc/PD29vb1RVVXF0dMTExEQaj/8+Hj58SEJCAkOGDClx5ZE+ffqwfv16YmJimDNnDpMmTWLFihWMHj2affv20aFDB9auXcuqVatwc3OjWrVqtGvXjunTp79xCE1paGtrs2PHDlavXs2uXbtYs2YN+fn5fPHFF4waNUpmmEqbNm3o3Lkzy5cvJzExkfDwcKZOnYqWlhZbtmwhPDycWrVqYWlpibu7u0yPe3GWLFlCeHg4mzZt4uHDh2hqauLo6MjkyZOlMlOmTEFTU5NNmzaxZcsWNDU1GThwIJMmTZK5n1ZWVmzfvp3169cTHh7Oo0ePpGVR/fz8ZJbztLKyIjIykpCQECZNmoSysjIGBgZER0cXmVz7Nq9/Vy1atGDz5s2sXLmS6dOnIycnR4sWLVi9evVbh6gEBwcTEBBAUFAQT58+pX79+kyaNInRo0e/U50qGicnpzc+8JSkUaNGFWLJN0EQBOHzI5dfXIYiQRCET9zFixfJzc2VGSb1MRw/fpywsDD+/PNP5OXlMTIyYsqUKTIrSr3K29ub27dvs3Hjxve+ZkVaOaKsibZ+nipLWytLO0G0tbwUrt5T3P/niAWgBUEQ/iOnT59m9OjRpKamMnXqVCZMmMCdO3cYOnRosastxcbGFpuRWRAEQRD+a2J4jyAIwn9k0aJF1K9fn+3bt0tLn/bp0wdbW1sCAwNZv349UDDROSwsjJCQkPKsriAIglCJiJ5+QfjInJ2d0dPTIykpqdj9urq6BAcHl3k9dHR0ivzo6upiYWHBiBEjZHqmExMT0dHReWtCrMrs2bNnXLlyBRsbG5lcB5qampiZmXHhwgWgINuug4MDwcHB9O7du8TVngRBEAThvyR6+gWhHOTk5DB79mxiY2Nlshp/bAMHDpQyCENBfoUbN24QFhbG8OHD2bdvH1paWujp6RETE0Pz5s3Lra4VnaqqKvv27Ss2ad3Tp0+l5V8zMzNJS0sjMDAQW1tbrK2tP3ZVBUEQhEpIBP2CUA7U1NS4fPkya9aswdXVtdzqUa9evSKTfczNzWnUqBGjRo1i//79DBkyBFVV1RInolZkqVm5KEx7/wmypVGYB0BBQaFIBmKAK1eucP78eSnzs6qqKvv37y/Xhz1BEASh8hHDewShHOjr62NnZ0doaCg3btwotszdu3fR0dEpktjJ09OTb775RvpsbW0tZbE1NzfH1NQUX19fMjIy8Pf3x8LCAgsLC7y8vMjMzCxV/QrzExRmbX59eE9wcDA2NjYcPHiQnj17oq+vT/fu3YvU9dq1a4wYMQJjY2M6duzIhg0bcHFxwdPTUyqze/duevXqhaGhIW3btmX69Ok8fPiwVPWs6NLT06U8CGPGjAEKkpuJgF8QBEH42ETQLwjlxNvbm+rVqzN79mwpS/L7ioyMJCUlhaCgIAYOHMjmzZtxcHDg/v37BAQEMGjQIL7//ns2b94sc1xeXh45OTnST3p6OufPn2f+/PmoqanRpUuXEq/58OFDFi5cyLfffsvq1atp1KgRM2fO5H//+x8AycnJODs7k5yczLJly3B3d2ft2rWcO3dOOse5c+fw8PCgW7duREZG4unpyalTp5g+ffoH3Y+KICMjA1dXV65cucKYMWOKTVQnCIIgCB+L6G4ShHKioaGBj48P7u7uREVFMXz48Pc+l7q6OsuWLUNeXh4LCwtiYmLIzs4mICAARUVFLC0tOXTokLR+b6Hg4OAik4arVKmCmZkZixcvfuMk0xcvXhAWFkabNm0AaNKkCZ07d+bo0aM0adKEjRs3kpmZydq1a6lduzYATZs2pX///tI5zp07R9WqVRkzZgxVqlQBoFatWvz+++/k5+dLbxqKY2pq+sZ7EhgYCIpvTpb2XygumVZaWhp+fn4kJSXRtWtXbG1tS0y6lZ2dzYsXLz4oKdeLFy9KrMvnRrT181RZ2lpZ2gmireUlNzdXmkP2OhH0C0I5srOzY/fu3QQFBdGlSxcaN278XucxMDCQsvXKy8ujrq6Orq6uzDCSWrVq8fz5c5njnJyc6NevH/n5+Vy5coVly5ZhYmLC8uXLqV69+luv27p1a+n3evXqAQU93ACnTp3CxMRECvgBDA0NadiwofTZzMyMwMBAevbsSbdu3bCysqJDhw5YWVm9x12oGFJSUpg7dy63bt2ie/fujB8//o0PL4IgCILwMYigXxDK2bx587C3t8fLy4vo6Oj3OkdxAXpxq8i8rk6dOhgYGAAFAbm2tjbDhw9n6tSpREREvDFYVVBQkHrnAemho3CoUnJyMo0aNSpynJaWlvS7sbExq1evZsOGDaxfv57Vq1ejqanJuHHjcHZ2fmPd37Z86MWLF0nJyHpjmf/CqxkY09LSmDlzJrdu3cLFxYVZs2a99XglJSVUVFQ+KJNjRcoGWdZEWz9PlaWtlaWdINpaXl5/o/8qMaZfEMpZ3bp1mTlzJqdPn2br1q3S9sKA+/Xx/oWvEctC27ZtGTx4MEePHmX79u0fdK66deuSnJxcZPuTJ09kPltaWrJ27VrOnDlDeHg4X3/9NQsWLOCPP/74oOuXB19fX5KSkhg2bFipAn5BEARB+FhE0C8IFYCjoyPt27cnICBACvJVVVUBuH//vlQuOztbJmlWWZg6dSqampqsWLGClJSU9z6PmZkZ58+flwn8r1y5wt27d6XPy5Ytw9HRkfz8fKpVq0bnzp2l1W4ePHjw3tcuDzdu3CA+Ph41NTVatmxJfHx8kR9BEARBKC9ieI8gVBB+fn7Y29uTn58PQM2aNTE2NiYqKgptbW1q1qxJdHQ0L1++RElJqczqoaamxtSpU/Hy8iIoKIi5c+e+13mcnZ3ZtGkTo0ePxtXVlczMTFasWIGcnJz0FqNdu3asXbsWT09PevXqRXZ2NpGRkairq/8nq92oVVGQ1tEva6dPnwYgNTW1xF7+3r17f5S6CIIgCMLrRE+/IFQQDRs2ZNq0aTLblixZgr6+Pt7e3syaNQs9PT2+/fbbMq9Lv379MDQ0JCYmhitXrrzXOWrVqkVUVBQqKipMnTqVpUuXMnLkSLS0tKQ5CO3bt2fFihVcv36diRMn4u7uTrVq1YiOjqZGjRr/ZZPKnJOTE1evXn3jT3EOHTrExo1lm0BMEARBEOTyC7sVBUEQ/kO//fYbaWlptG/fXtr2/Plz2rVrh4eHB8OGDSvT61+8eJHc3FxMTEzK9DoVQUWaRFbWRFs/T5WlrZWlnSDaWl4KJ/K2atWqyD7R0y8IQpm4e/cuo0aNIiIigtOnT3PgwAHGjx+Pmpoa9vb25V29MnP8+HEGDx6MkZERxsbGuLi4vHE1BW9v77euVCQIgiAIH0qM6RcEoUzY2dmRnJxMTEwMoaGhVK1aFXNzc7Zu3YqGhkZ5V69MnD59mtGjR/PVV18xdepUcnJy2LJlC0OHDmXLli0YGhrKlI+NjSU2NlZk6xUEQRDKnAj6BUEo4m3ZcEvL2dm5UvViL1q0iPr167N9+3YpT0KfPn2wtbUlMDCQ9evXAwUZE8PCwggJCSnP6gqCIAiViBjeI1R4zs7O6OnpkZSUVOx+XV1dgoODy7we1tbWeHl5Fbvv7t276OjoVPhlGXNycmjfvj06OjrcvHmz2DIRERGsXbv2I9fs0/fs2TOuXLmCjY2NTGI0TU1NzMzMuHDhAgCZmZk4ODgQHBxM7969qVu3bnlVWRAEQahERNAvfBJycnKYPXs2OTk55V2VT9rRo0dJT09HW1u7xORbQUFBZGRkfOSaffpUVVXZt28fLi4uRfY9ffoUBQUFoCDoT0tLIzAwEH9/fxQVxQtXQRAEoeyJ/7cRPglqampcvnyZNWvW4OrqWt7V+WTFxcVhbm5Oy5Yt2bZtG+7u7lSpUqW8q1VmUrNyUZhWtsthFuYBUFBQoEmTJkX2X7lyhfPnz9OhQweg4OFg//79ItgXBEEQPirR0y98EvT19bGzsyM0NJQbN24UW6akITaenp5888030mdra2tCQ0Px8/PD3NwcU1NTfH19ycjIwN/fHwsLCywsLPDy8iIzM/O96/zy5Uv8/f3p2LEjBgYG9OnTh4MHD8qUefHiBcuWLaNbt27o6+vTunVrRo4cKa2Nv3PnzmKH4hRu//PPPzEwMGDVqlUy+1NTUzE0NGTz5s3StuTkZI4ePYqVlRW9evUiJSWFffv2yRyno6NDbm4uISEhMkuPXbx4keHDh2NmZoaZmRlubm4ymXXj4uIwNjYmMTERBwcHDAwM6NmzJ+fPn+fixYs4OjpiaGhIz549OXnypEydpk2bRvv27TE0NKR3797s3Lnz/W54BZSeni5lGB4zZgwA8vLyIuAXBEEQPjoR9AufDG9vb6pXr87s2bPJy8v7oHNFRkaSkpJCUFAQAwcOZPPmzTg4OHD//n0CAgIYNGgQ33//vUzQDAUTXHNycor8vF6f/Px8Jk6cyPbt2xk5ciTfffcdLVu2ZMKECRw4cEAq5+Hhwc6dOxk7dizr1q1j1qxZXL16lenTp5Ofn88333yDiooKe/fulTn/3r17MTY2Rk9PD2tra3788cci+/Py8rCzs5O2FZbp0aMHzZo1w8jIiJiYGJnjYmJiUFBQwNHRUdqXkJDA4MGDUVRUxN/fnzlz5pCUlMSgQYN4/PixdGxmZiaenp4MGzaM4OBgMjIycHNzw93dnQEDBrBixQpyc3Nxd3eXHqZmzJjBjRs3mD9/PqtXr0ZXV5eZM2eSmJj4Tt9nRZSRkYGrqytXrlxhzJgxYoUeQRAEoVyJ7ibhk6GhoYGPjw/u7u5ERUUxfPjw9z6Xuro6y5YtQ15eHgsLC2JiYsjOziYgIABFRUUsLS05dOhQkfXVf/jhB3744Ye3nj8hIYHjx4+zatUqunfvDkDHjh15/vw5y5Yto2vXrmRmZpKRkYGPjw82NjYAmJubk5aWxpIlS3j69CkaGhp06dKFPXv2MHHiRABSUlJISEiQJhX369ePffv2ce7cOSkR1c6dO7G2tqZWrVpSneLi4ujUqZO0XGbfvn2ZO3cuf/31F82bNwf+P5lHvXr1pN+XL19Os2bNiIiIQF6+oJ/AxMSE7t27s3btWqknOzc3l0mTJuHg4ADAzZs38ff3Z+HChTg6OkplJk+ezO3bt/n66685ffo0EyZMoGvXrlL7a9WqhZKS0lvvsamp6Rv3BwYGgqLyW8/zoYrLtJuWloafnx9JSUl07doVW1vbEjPyZmdn8+LFixL3l8aLFy9KrMvnRrT181RZ2lpZ2gmireUlNzdXmkP2OhH0C58UOzs7du/eTVBQEF26dKFx48bvdR4DAwMpgJWXl0ddXR1dXV2ZYRe1atXi+fPnMsd16dKl2DkFjx49ktl+8uRJFBQU6Nixo8zkY2traw4cOMDdu3dp1KiRtErOw4cPuXXrFv/73/84fPgwUBAMAvTu3Ztdu3Zx5coVWrRowf79+4GCHnuADh06UK9ePX788UdMTEy4c+cO58+fJyIiQrruH3/8wdWrVxk1apTUJktLS5SUlIiJiSlxVaIXL17w559/4ubmJt0vgAYNGmBqasrp06dlyhsZGUm/165dG5DNClj4EFJYBwsLC4KDg7l8+TKWlpZYWVlJDxGfqpSUFObOncutW7fo3r0748eP/0+WPxUEQRCEDyGCfuGTM2/ePOzt7fHy8iI6Ovq9zlG9evUi215dZrEk6urqGBgYFNn+6vh2KAj8cnNzi02DDfDvv//SqFEjjh8/zqJFi7h58ybVq1enRYsWqKioAAVDhADatWuHlpYWe/bsoUWLFuzevRsrKyspgJaXl6dPnz5s27YNLy8vdu7ciZaWFpaWltL14uLigILhNK+Lj49n2rRpVK1atci+1NRU8vPz0dTULLKvdu3a3Lt3T2Zbcfe1uPMWCgwMJDw8nJ9++omff/4ZeXl52rVrh6+vLw0bNizxOICzZ8++cf/FixdJych6Y5n/wqtzH9LS0pg5cya3bt3CxcWFWbNmvfV4JSUlVFRUPih9e0VKAV/WRFs/T5WlrZWlnSDaWl7elAFeBP3CJ6du3brMnDkTLy8vtm7dKm0v7E19fXx94Wu3j0lNTQ01NTUpGdPrvvzyS+7cucOECRP45ptvWL16Ndra2gBs3ryZ48ePS2UVFBSwt7dn3759DBs2jDNnzrBy5UqZ8/Xr14+IiAhOnjzJTz/9RK9evaTXe1lZWezZswcbGxsGDx4sc9y1a9dYsGAB+/bto0+fPkXqqaqqipycnMzY/UKPHj1CXV39XW5LEWpqasyYMYMZM2Zw8+ZNDh48KE2yDg8P/6BzlwdfX1+SkpIYNmxYqQJ+QRAEQfhYxERe4ZPk6OhI+/btCQgIkIJ8VVVVAO7fvy+Vy87O5tKlSx+9fmZmZqSmpqKoqIiBgYH0c+nSJcLCwpCTk+OPP/4gMzOTcePGSQE/IAX8rz689O7dmzt37hAeHo6qqiqdO3eWuV7jxo0xNTUlMjKSmzdv0rdvX2nfgQMHSElJwcnJSVqZqPBn8ODBaGlpsW3bNqn8q8N4qlevjp6enjQxuND9+/c5f/48rVu3fu979ODBA6ysrKQVhJo2bcro0aNp166dzHf4qbhx4wbx8fGoqanRsmVL4uPji/wIgiAIQnkRPf3CJ8vPzw97e3tpGEzNmjUxNjYmKioKbW1tatasSXR0NC9fvizVxND/UqdOnWjdujXjxo1j/PjxNGnShPPnz/Pdd99hb28vBdOKioosW7YMFxcXMjMziYuL48iRIwAyCbJatmzJ119/zdatW+nXr1+xa+v37duXWbNmYWBgIE3MhYKhPVpaWsWuHlP4FmH9+vVcvXoVHR0datSowYULFzhz5gympqZMnTqV0aNHM27cOJycnEhPTyc4OBhVVdViE1GVVr169WjYsCELFiwgLS2Nxo0b88cff3D06FHGjx//3ud9lVoVBWkd/bJWOL8hNTW1xF7+3r17f5S6CIIgCMLrRE+/8Mlq2LAh06ZNk9m2ZMkS9PX18fb2ZtasWejp6fHtt99+9LrJy8uzZs0aunXrRkhICCNHjiQuLo5x48bh5+cHwBdffMHy5cu5d+8e48aNY86cOQBs3LgROTm5ImPWe/XqRW5uLr169Sr2mp06dQKQ6eV/+PAhCQkJ9OjRQ6YH/1WFw3oKl+icNGkSv//+O6NHj+bhw4d06NCBtWvX8vz5c9zc3PDz80NXV5fvv/+eOnXqvPc9AggODsbS0pKgoCBGjBjB1q1bmTRpEuPGjfug85YHJycnrl69+saf4hw6dIiNG8s2gZggCIIgyOUXdpMKgvBJ27lzJ3PnzuXEiROoqamVd3XK3cWLF8nNzZWWMf2cVaRJZGVNtPXzVFnaWlnaCaKt5aVwIm9xC4mI4T2C8In75Zdf+P3339m6dSv9+/cXAX85On78OGFhYfz555/Iy8tjZGTElClTZP7j+/fff+Pv7y8NB+rUqROenp5S/gRBEARBKAtieI8gfOL++ecfoqKiaNWqFVOmTCnv6lRap0+fZvTo0aSmpjJ16lQmTJjAnTt3GDp0qDSZ/OnTp3z77bdcvHiRUaNGMXz4cA4dOsTw4cPJyir75UUFQRCEykv09AvCJyo/Px85OTlcXFw+aEKt8N9YtGgR9evXZ/v27VLOhz59+mBra0tgYCDr169nw4YNPHjwgF27dtGsWTOgIKHZ8OHD2blzJwMGDCjPJgiCIAifMdHTL3w0zs7O6OnpkZSUVOx+XV1dgoODP1p9cnJyaN++PTo6Oty8efOjXfdDpaam4unpKTPR19nZ+Z0Cf09PT3R0dIr8GBsb07NnzyL5BaytrUvM2ivAs2fPuHLlCjY2NjJJ3jQ1NTEzM+PChQsA7NmzB3Nzcyngh4Lka19++SV79uz56PUWBEEQKg/R0y98VDk5OcyePZvY2FgUFcv3z+/o0aOkp6ejra3N9u3b8fT0LNf6lNbVq1fZsWMHDg4O0ra5c+dKyclKq169egQFBUmf8/Pzefz4Mdu3b2fJkiUoKytLybxCQkLEXIE3UFVVZd++fcVmdX769CkKCgo8e/aMv//+m+7duxcpo6enJy3VKgiCIAhlQQT9wkelpqbG5cuXWbNmDa6uruVal7i4OMzNzWnZsiXbtm3D3d292PXvPwWvrstfWlWqVCl2dn/nzp3p2rUrcXFxUtCvq6v7oVUsF6lZuShMK7vlMAtzACgoKNCkSZMi+69cucL58+fp0KEDDx8+BAoySr9OS0uLtLQ0UlNTxcOVIAiCUCbE8B7ho9LX18fOzo7Q0FBu3LhRbJm7d++io6NTJIOpp6cn33zzjfTZ2tqa0NBQ/Pz8MDc3x9TUFF9fXzIyMvD395eyznp5eZGZmSlzruTkZI4ePYqVlRW9evUiJSVFygz7ej02bNhA9+7dsbCwYO/evUDBkljDhw/HzMwMMzMz3NzcuHv3rnRsXFwcxsbGJCYm4uDggIGBAT179uT8+fNcvHgRR0dHDA0N6dmzJydPnpS5bkxMDH379qVVq1YYGhri4ODAzz//DEBiYiJDhgwBYNiwYTg7FwSdrw/vycrKYuXKlVhbW2NkZETPnj2lur+NoqIiVatWlXlz8OrwnsL7sn//fiZOnIixsTHm5ub4+PjIJBTLyspiyZIldOjQgVatWuHm5saGDRtkljS7c+cO48aNw8LCAiMjIwYOHMjRo0dLVc+KLj09nZkzZwIwZswY0tPTAYp9G6CsrAzAixcvPl4FBUEQhEpFBP3CR+ft7U316tWZPXs2eXl5H3SuyMhIUlJSCAoKYuDAgWzevBkHBwfu379PQEAAgwYN4vvvv2fz5s0yx/34448A9OjRg2bNmmFkZCQlp3pdYGAgY8eOZd68eZibm5OQkMDgwYNRVFTE39+fOXPmkJSUxKBBg3j8+LF0XGZmJp6engwbNozg4GAyMjJwc3PD3d2dAQMGsGLFCnJzc3F3d5ceSqKjo5k/fz7dunUjIiKCgIAAFBUVmTZtGg8fPkRPTw9fX18A5syZw9y5c4ut8/Tp09mwYQODBg0iPDwcMzMz3N3dOXz4sEy5nJwc6ScrK4u///6bRYsWcevWLSlpV0m8vb3R1tYmNDSUkSNHEhsbS0REhLTfx8eHrVu3MnLkSIKCgsjKymL58uXS/ry8PMaOHUtGRgZLly4lNDSUWrVq4erqyp07d9547YouIyMDV1dXrly5wpgxYzA3Ny/V33pJCdQEQRAE4UOJ4T3CR6ehoYGPjw/u7u5ERUUxfPjw9z6Xuro6y5YtQ15eHgsLC2JiYsjOzpaCZUtLSw4dOiQlqygUFxdHp06dpLXR+/bty9y5c/nrr7+KDJXp0aOHTJbbsWPH0qxZMyIiIqQgzcTEhO7du7N27Vqpdzc3N5dJkyZJY+9v3ryJv78/CxcuxNHRUSozefJkbt++zddff83du3cZNWqUTEbahg0b0rdvX86fPy89pEDBkJ7ihvVcu3aNn3/+mTlz5khvBdq2bcudO3dITEykc+fOQEEvu56eXpHjmzRpwty5c3Fycnrjve/cubPU1rZt2/Lrr79y5MgRpkyZwp07d4iPj8fHx0eqg6WlJb169eL69esAPHnyhJs3bzJ+/HisrKwAMDQ0JCQkpMibmeKYmpq+cX9gYCAoKr/1PB+iuCy7aWlp+Pn5kZSURNeuXbG1teXq1as8evQIKLjvrx93//59AO7du0dycvI716PwDUFJWX8/J6Ktn6fK0tbK0k4QbS0vubm5KCgoFLtPBP1CubCzs2P37t0EBQXRpUsXGjdu/F7nMTAwkAJveXl51NXV0dXVlZkkXKtWLZ4/fy59/uOPP7h69SqjRo2StltaWqKkpERMTEyRVWq+/vpr6fcXL17w559/4ubmJtMr26BBA0xNTaWES4WMjIyk32vXrg3IZsmrVasWgFSP2bNnS59v3rzJ7du3SUxMBCA7O7tU9+TcuXMAMkOhoOCtyKvq1atHSEgIULD6TGhoKH///TdLlizB2Nj4rddp3bp1kfMVjltPTEwkPz+fbt26Sfvl5eWxsbGRgn5NTU2aN2+Oj48PJ06coEOHDnTs2JFZs2aVqp0VUUpKCnPnzuXWrVt0796d8ePHS8OktLS0gIKJva9LTk6mevXqVK1a9aPWVxAEQag8RNAvlJt58+Zhb2+Pl5cX0dHR73WO6tWrF9lW3JjpV8XFxQEwY8aMIvvi4+OZNm2aTPBVGKxDwXKZ+fn5aGpqFjm2du3a3Lt37631e1Ngd+fOHebMmcPJkydRUlKiadOmtGjRAihYXac0UlJSitS7OFWqVMHAwED6bGJiQr9+/Rg9ejTff/99sRNT39QOeXl5aQhLYW/161lmX71vcnJyrFu3jrCwMH755Rd27tyJkpISXbt2Zf78+dSsWfON1391ydLiXLx4kZSMsk149er8hLS0NGbOnMmtW7dwcXEp9uGlUaNGPHjwoEiq9rt372JkZPTeKdwrUgr4siba+nmqLG2tLO0E0dby8vrIhleJAaRCualbty4zZ87k9OnTbN26Vdpe2DP6+hjo/2KSY1ZWFnv27MHGxobo6GiZH29vb549e1ZkQu+rVFVVkZOTkxm7X+jRo0eoq6u/d93y8vIYM2YMT58+5fvvv+fixYv8+OOPjBkz5p3OU7j6y+vDRK5du8Zvv/1W4nHVqlVjyZIlpKenM2vWrFI/ZBSncIWaJ0+eyGx//XPdunWZN28eJ06cYOfOnYwcOZL9+/ezatWq9752efH19SUpKYlhw4aV+LaiW7dunDx5UmYSe0JCArdu3cLW1vZjVVUQBEGohERPv1CuHB0d2bt3LwEBAVKQr6qqCvz/OGcoGNpy6dIllJSUPuh6Bw4cICUlBScnJywsLGT2mZqaEhERwbZt20qcxFq9enX09PTYu3cvY8eOlYb43L9/n/Pnz0ur6byPp0+fcuvWLebMmSPTA3/s2DHg/3v6SxqrV8jExASAw4cPy2R4XbhwIQBRUVElHmtoaMiAAQPYtm0bO3fulMkF8C5at26NgoICBw8elJkbcPDgQen3S5cuMW7cOMLDwzE0NKRly5a0bNmSo0ePynz3H0KtioK0rGZZunHjBvHx8aipqdGyZcsiK08B9O7dm9GjRxMfH4+LiwsjRowgMzOTyMhI9PT06N27d5nXUxAEQai8RNAvlDs/Pz/s7e2loLZmzZoYGxsTFRWFtrY2NWvWJDo6mpcvX35w0B8XF4eWlhbm5uZF9ikoKGBvb8/69eu5evVqsUNzAKZOncro0aMZN24cTk5OpKenExwcjKqq6jtlxX1d7dq1adiwIdHR0dSpUwdVVVWOHz8uDX0qfNNRo0YNAI4cOULNmjWl4T+FWrZsSbdu3Vi8eDEvXrxAR0eHAwcOcPr0adauXfvWekyZMoWffvqJ5cuX880330gPYe+icePG9O7dm6VLl5KZmUmzZs3YsWMHSUlJ0pucFi1aoKKigoeHB5MmTUJTU5OEhASSkpI+aHJ3eSicy5GamlpiL3/v3r3R0NBg06ZNLF68mFWrVlG1alW6du2Kh4fHJ5sjQhAEQfg0iOE9Qrlr2LAh06ZNk9m2ZMkS9PX18fb2ZtasWejp6fHtt99+0HUePnxIQkICPXr0KHFpxMIe/pKW7wTo0KEDa9eu5fnz57i5ueHn54euri7ff/89derU+aA6hoaGUqdOHTw8PJgyZQq//fYbYWFhNG3aVJqg27RpU/r168fmzZuLnZcAsHz5cgYPHsy6desYN24cFy5cICwsjHbt2r21Durq6ri5ufHo0SO+++67927L3Llz6du3L2FhYUyaNAk5OTkGDRqEiooKUDCnYO3atXz99dcsXLiQkSNHcvDgQfz8/D65Xm8nJyeuXr36xp9CTZs2Zc2aNVy4cIGTJ0+yZMmSInMfBEEQBOG/Jpf/IQN3BUEQipGSksLx48exsrKS3kwAuLm5cefOHXbs2FHmdbh48SK5ubnScKfPWUWaRFbWRFs/T5WlrZWlnSDaWl4KJ/K+ulJgITG8RxCE/1zVqlXx8/Pjxx9/ZOjQoSgrK/Prr7+yf/9+aW7B58zb25vbt2+zceNGme1nz54lMDCQP/74gxo1atC1a1cmTZokevoFQRCEMieG9wiC8J+rWrUqa9euJS8vDw8PD8aOHcuvv/6Kv7+/TKKzz1FsbCyxsbFFticmJuLi4sKtW7cYO3YsQ4cO5eeff2bIkCE8e/asHGoqCIIgVCaip1+oFPLz86UJpBVJRa3Xf8HAwKBUE4c/F7m5uYSFhUkJz163YMECFBQU2LZtm5SMrmvXrvTu3Zvw8HApu7EgCIIglAXR019BOTs7o6enR1JSUrH7dXV1CQ4O/mj1ycnJoX379ujo6HDz5s2Pdt0PlZqaiqenp0wiJ2dn53daZSc4OBhdXd0S97/r+aBgUvHYsWP5559/3um4iiwxMREdHZ23Js36HGVmZuLg4EBwcDC9e/eW8hQUunv3LteuXaN3794y2aebNWtG586dP8ocB0EQBKFyEz39FVhOTg6zZ88mNjYWRcXy/aqOHj1Keno62trabN++HU9Pz3KtT2ldvXqVHTt2yKw3P3fu3HLvXT916hRHjhzBx8enXOvxuUvNykVh2sa3F3wPr67/n5mZSVpaGoGBgdja2mJtbS1T9uHDhwB8/fXXRc7TuHFj9u/fz/3796lfv36Z1FUQBEEQRE9/Baampsbly5dZs2ZNeVeFuLg4zM3NsbOzY8eOHWRlZZV3ld5b8+bNadasWXlXQ/iMqKqqsn///hKz6hYuU5qenl5kX0pKClCQ0VkQBEEQyooI+iswfX197OzsCA0N5caNG8WWuXv3Ljo6OkUygHp6evLNN99In62trQkNDcXPzw9zc3NMTU3x9fUlIyMDf39/LCwssLCwwMvLi8zMTJlzJScnc/ToUaysrOjVqxcpKSns27ev2Hps2LCB7t27Y2Fhwd69e4GC5aOGDx+OmZkZZmZmuLm5cffuXenYuLg4jI2NSUxMxMHBAQMDA3r27Mn58+e5ePEijo6OGBoa0rNnT06ePClz3ZiYGPr27UurVq0wNDTEwcGBn3/+GSgYbjJkyBAAhg0bJmXLfX04TlZWFitXrsTa2hojIyN69uwp1f19/fLLL/Tt2xcDAwM6dOiAv7+/9KAUFxeHh4cHAF26dJF5a7J9+3ZsbW3R19fH2tqa1atX8+qqup6enowYMQIfHx9MTEwYNGgQ+fn5vHz5kqCgILp3746BgQG2trZFcg3k5+ezYcMGbGxsMDQ0pHv37tLqMocPH0ZHR4dTp07JHHPs2DF0dHS4fv06ADdv3mTChAmYmZlhbm7O+PHjuXPnTon34erVq4wePRpjY2NMTExwc3PjwYMHMmWioqKwsbHBwMAAS0tL5s2bR1pa2rve8nIlLy//xrdxzZo1Q1VVlZ9//lnm+8zMzOTEiRMAn/SDtCAIglDxieE9FZy3tzcJCQnMnj2brVu3lphUqjQiIyPp3LkzQUFBnDhxgsjISBISEmjRogUBAQGcPXuW8PBwmjVrxogRI6TjfvzxRwB69OiBhoYGRkZGxMTE0KtXryLXCAwMZO7cuVSrVg0zMzMSEhIYNWoU7du3x9/fX8peO2jQIHbu3ImmpiZQEPx4enoyefJk1NXVWbBgAW5ubigpKTFu3Dg0NDRYsWIF7u7uHDlyBGVlZaKjo1myZAmTJ0/G2NiYZ8+esWbNGqZNm0arVq3Q09PD19eXOXPmMGfOHCwsLIq9L9OnT+fYsWOMHz8eAwMDfvnlF9zd3alWrRqdO3eWyuXk5BR7/OupLnbt2sX06dPp06cPU6ZM4c6dO6xYsYK7d+8SHBxMp06dmDRpEsHBwYSEhEjr+kZERBAYGMi3336LpaUlv//+O6tWrSI5OVnmwSAxMZE2bdoQEhLCy5cvARg9ejR//vknkydPpnnz5hw5coS5c+fy+PFjJkyYAMDSpUuJiopi1KhRtGnThvPnz7Nw4ULk5eUZNGgQWlpaxMfH06ZNG+la8fHx6Ovr89VXX/Hw4UMGDhxI/fr18fX1RVlZmZUrV+Li4sLu3buL3Jdbt27h5ORE8+bNWbZsGVlZWQQHBzNkyBB27tyJmpoau3fvZtmyZcycOVOaL+Lv709mZiaLFy8u9n4XMjU1feP+wMBAUFR+Y5kP8WrCrddlZ2fz4sULmTI9e/Zk69atjBkzBkdHR/Ly8ti0aZP0gPPPP/+gpqb2XnUpzNb8pjp9LkRbP0+Vpa2VpZ0g2lpecnNzUVBQKHafCPorOA0NDXx8fHB3dycqKorhw4e/97nU1dVZtmwZ8vLyWFhYEBMTQ3Z2NgEBASgqKmJpacmhQ4ekxA6F4uLi6NSpk7SWeN++fZk7dy5//fUXzZs3lynbo0cPmSUZx44dS7NmzYiIiJAeWExMTOjevTtr166VVizJzc1l0qRJ0tj7wuBv4cKFODo6SmUmT57M7du3+frrr7l79y6jRo1i3Lhx0vUaNmxI3759OX/+PD169JCG8TRv3rxIXQGuXbvGzz//zJw5c6S3Am3btuXOnTskJiZKQX9ubi56enol3tu2bdsCBQ8AAQEBdO7cGX9/f2l/vXr1mDBhAufOncPExARtbW0AWrZsSaNGjUhNTSUsLIwhQ4Ywa9YsoCDzr4qKCv7+/gwbNowGDRoABQ8f8+fPp1GjRgAcOXKE06dPExQUhI2NjXRsTk4O4eHhDB48GAUFBaKjo3FxccHd3R2Adu3a8eDBA86cOcOQIUPo06cPW7duZe7cuVStWpW0tDQOHDggvZXYsGEDOTk5bNiwQfpb+PLLLxkxYgSXL18uck9CQkJQUVFh/fr1VK9eHQAzMzO6du3Kpk2bcHV15fTp0zRq1IihQ4ciJyeHubk5Kioqn+USlgMHDiQ9PZ3du3dz7NgxAMzNzenXrx9RUVGoqqqWcw0FQRCEz5kI+j8BdnZ27N69m6CgILp06SKz+se7MDAwkAJveXl51NXV0dXVlRmWUKtWLZ4/fy59/uOPP7h69SqjRo2StltaWqKkpERMTAxeXl4y13h1ouKLFy/4888/cXNzk3lD0aBBA0xNTTl9+rTMsUZGRtLvtWvXBmQzytWqVQtAqsfs2bOlzzdv3uT27dskJiYCBT2tpXHu3DkAmaFQUPBW5FUKCgpFhssUmjt3rvT7zZs3efDgARMmTJB5M1B4zxISEorNEHvhwgUyMjKwtraWOc7a2ppFixZx6tQp6WFKRUVFCvgBzpw5g5KSEt26dZM5Z2HP8m+//Ya8vDw5OTlF2rlgwQLp9379+rFmzRoOHTqEra0tP/30E3l5edjZ2Un3qnXr1jKJpL788ksOHz4MIN37QqdOnaJt27YoKytLbVJXV8fQ0JCEhARcXV1p06YNMTExODg40LVrV6ysrOjZs2epJlq/bZWgixcvkpJRdkNm3pR5UUlJCRUVlSJlCt9q/O9//6N+/fo0bNiQwMBAFBQU6NChA8rK7/dmoiJlgyxroq2fp8rS1srSThBtLS+vd9y+SgT9n4h58+Zhb2+Pl5cX0dHR73WOwt7WV1WrVu2Nx8TFxQEwY8aMIvvi4+OZNm0aVatWlbYVButQsFxmfn6+NITnVbVr1+bevXtvrd+r537dnTt3mDNnDidPnkRJSYmmTZvSokULoOiQm5IUTqJ8td4lMTAwKHb7q/UuPJ+Pj0+xK/P8+++/b6zHq8OqSjru9fv57NkzateuXWToV2G5wu8B3tzOL7/8EmNjY+Lj47G1tSU+Ph5ra2vpYSslJYUvvviixOOLa9OuXbvYtWtXkX1NmjQBwNbWlry8PLZs2UJoaCjBwcE0bNiQ6dOnlzgp9lO1e/dutLS0sLCwkPkOz5w5g56e3nsH/IIgCIJQGiLo/0TUrVuXmTNn4uXlxdatW6XthT2ieXl5MuULx5d9iKysLPbs2YONjQ2DBw+W2Xft2jUWLFjAvn376NOnT7HHq6qqIicnx+PHj4vse/ToEerq6u9dt7y8PMaMGYOysjLff/89LVu2RFFRkb/++qvIpOY3KRxDnZycjJaWlrT92rVrZGRkyLx9eJfzzZo1q9ge/ZLaXHhcYGCgNPTnVXXq1CnxmjVq1ODJkyfk5eXJBP6Fq8Goq6tLbz6Sk5Nl3hT9/fff3L9/H1NTU+Tl5enXrx/z58/nxo0bnD17loiICKmsqqoqycnJRa5/4sSJYldDUlVVpWPHjgwbNqzIvipVqki/29vbY29vT2pqKidOnGDNmjXMmDEDc3PzYh8YP1UbNmzg5cuX7Ny5U3q7duTIEc6dOyczFEwQBEEQyoII+j8hjo6O7N27l4CAACnILxwHfP/+falcdnY2ly5dQklJ6YOud+DAAVJSUnBycioyCdbU1JSIiAi2bdtWYtBfvXp19PT02Lt3L2PHjpUC0vv373P+/HlpNZ338fTpU27dusWcOXNkeuALx0oX9myXNJmlUGFgfvjwYQYMGCBtX7hwIVCwssy7aNasGRoaGvzzzz8yKwTdvXsXLy8vRowYQaNGjYrUy8jICCUlJf7991+ZHu4LFy4QHByMu7t7kYRPhczNzVm7di379++XxvRDQc+ykpIShoaG5OTkoKSkxOHDh2WGTIWFhXH69GkOHDgAFPS8L1q0iHnz5qGpqUmHDh1k7tX3339PSkqK1Pv/zz//MGrUKJYsWVJkjXlzc3Nu3LiBnp6e9N3n5uYyZcoUDA0N0dHRYdq0aWRmZhISEoKamho9evRASUmJCRMm8OjRow8O+tWqKMisp1+eRo8ezeTJkxk7dizdunXjn3/+Yf369XTo0IGePXuWd/UEQRCEz5wI+j8xfn5+2NvbS0FtzZo1MTY2JioqCm1tbWrWrEl0dDQvX7784KA/Li4OLS0tzM3Ni+xTUFDA3t6e9evXc/Xq1WKH5gBMnTqV0aNHM27cOJycnKTVe1RVVd85i+2rateuTcOGDYmOjqZOnTqoqqpy/PhxaehT4ZuOGjVqAAU9qjVr1pSG/xRq2bIl3bp1Y/Hixbx48QIdHR0OHDjA6dOnWbt27TvXS0FBgSlTpjB//nzk5eXp2LEjz549Y9WqVaSmpkqZfQt79n/55Rc6duworZgUGBhIWloaJiYm3Lt3j8DAQNTU1Pjqq69KvGbHjh0xMzPDy8uLBw8e8NVXX3H06FG2bduGq6urdA+GDh3K2rVrUVRUxNTUlHPnzrFjxw78/Pykc1WvXp3u3buzY8cORo4cKfNwMnz4cOLj4xk1ahRjx45FTk6OkJAQmjZtSrdu3fj9999l6jVhwgQGDBiAq6srAwYMQFFRkU2bNpGQkICTkxMAbdq0wdvbG39/fzp27Mjz588JCQnhyy+/fGObP0Xdu3dnxYoVrF69msWLF1O7dm1GjhzJ2LFj3/pwKgiCIAgfSgT9n5iGDRsybdo0mUBtyZIl+Pn54e3tjaqqKo6OjpiYmEjj8d/Hw4cPSUhIYMiQISUuE9qnTx/Wr19PTExMiWPRO3TowNq1a1m1ahVubm5Uq1aNdu3aMX369DcOWSmN0NBQFi5ciIeHB1WqVKF58+aEhYWxaNEizp07x+DBg2natCn9+vVj8+bNnDhxotjx5cuXLycoKIh169bx7NkzmjVrRlhYGO3atXuveg0cOBBVVVUiIyPZsmULqqqqmJmZ4e7uLg0hatOmDZ07d2b58uUkJiYSHh7O1KlT0dLSYsuWLYSHh1OrVi0sLS1xd3d/43hveXl5IiIiWLlyJZGRkTx79owmTZowb948Bg0aJJXz8PBAQ0OD7du3s3r1ar744gsWLVokk60YoFOnTuzYsUNmFSYomIC9efNmli1bhoeHB8rKyrRr1w4PDw8p+dSrWrRowebNm1m5ciXTp09HTk6OFi1asHr1aune9u/fn6ysLLZs2cKWLVuoWrUqbdu2xcPDo9yzUH+IQ4cOFbvdzs5OmhgtCIIgCB+TXH5pZzwKglApzJo1i1u3brFt27byrsoHuXjxIrm5ucXOrfjcVKSVI8qaaOvnqbK0tbK0E0Rby0vh6j2vDuUt9Ol2pQmC8J+Kiorixo0b7Nixg+Dg4PKuzifF29ub27dvSxmOCyUnJ7NixQoOHTrEy5cv0dPTk5LHCYIgCMLH9P7pXQVB+KycPXuWXbt2MWLEiCLr+Qsli42NJTY2tsj2tLQ0hgwZwk8//YSTkxNubm48fPiQb7/9lmvXrpVDTQVBEITKTPT0C8InKj8/v1RJrEpL9O6/m9zcXMLCwggJCSl2/5o1a7h16xYbN27EzMwMKFgdqWvXrkRGRrJ06dKPWV1BEAShkhM9/UK5cHZ2Rk9Pj6SkpGL36+rqftQgNCcnh/bt26Ojo8PNmzeL7E9MTERHR0fKAhscHCytxFNanp6e/1kPekREhMzqQu9an7i4OHR0dIr8GBoaYm1tja+vL2lpaWVS989BZmYmDg4OBAcH07t37yLLqebn57Njxw46deokBfwAWlpaeHh4YGpq+rGrLAiCIFRyoqdfKDc5OTnMnj2b2NjYcl+p5ejRo6Snp6Otrc327dvx9PR8Y/n+/fvTsWPHj1S7ooKCgnB1df3g+oSFhaGhoSF9fvbsGb/++ivR0dEkJyezcuVKAMaPH096evoH1/tjS83KRWHaxrcXLIVX1/vPzMwkLS2NwMBAbG1tsba2lil79+5dHj58yKhRo4CCh4AXL15QvXp1hgwZ8p/URxAEQRDehQj6hXKjpqbG5cuXWbNmjUwAWx7i4uIwNzenZcuWbNu2DXd3d5mssa+rV68e9erV+4g1fLP3rY+urm6R46ysrHj8+DF79+4lPT2d6tWry2TxFQqS4u3fv7/Eh9Xbt28DBfkk/P392b59O2lpaTRu3JhZs2YVeUgQBEEQhLImhvcI5UZfXx87OztCQ0O5ceNGsWXu3r2Ljo4O8fHxMttfH25ibW1NaGgofn5+mJubY2pqiq+vLxkZGfj7+2NhYYGFhQVeXl5kZmbKnCs5OZmjR49iZWVFr169SElJYd++fW+s++vDaZydnfHy8iIkJIQ2bdpI6/InJycXOTY2NpZu3bphYGBA7969OXHihMz+xMRERowYgZmZGfr6+nTp0oWQkBApC7OOjg65ubmEhIRIy4MVN7xn586d9OnTByMjI6ytrVm1ahW5ublvbFchVVVVmfkCxd3vkJAQlixZQrt27TAyMmLkyJFSsPtqW7t3746hoSEDBgzg4MGD6OjokJiYCMDLly+ZN28eHTt2RF9fHxsbm/dKivaxycvLv/Ht1PPnz4GCNzJHjx7Fy8sLf39/qlatyoQJE0hISPhYVRUEQRAEQPT0C+XM29ubhIQEZs+ezdatW0tMBFYakZGRdO7cmaCgIE6cOEFkZCQJCQm0aNGCgIAAzp49S3h4uJT9ttCPP/4IQI8ePdDQ0MDIyIiYmBh69er1Ttffv38/mpqa+Pr6kpqaytKlSxk1ahTff/+91K67d++ydu1apkyZgoqKCitWrGDixIkcPnwYdXV1/vzzT0aMGIGtrS0rV64kLy+PXbt2ERwcTNOmTbG1tSUmJobBgwfj4OBA//79i63L5s2b8fX1ZeDAgUyfPp2bN2+ybNkyXr58iYeHh1QuNzeXnJwcoGAIyvPnzzl06BA7duzgm2++KTHTMsCGDRswMTFh8eLFPHv2jIULFzJr1iy2bNkCwA8//IC3tzdDhgyhc+fOnDp1Cnd3d5lzLFq0iBMnTuDp6Unt2rU5duwYS5cuRUNDo0jSsNe9bVx8YGAgKJac1OxdFa7DXJzs7GxevHghlblz5w4AT58+JTw8HFVVVQDmzZvH2LFjWbhwIStWrPjP6laYgfpNdfxciLZ+nipLWytLO0G0tbzk5uaWmOVdBP1CudLQ0MDHxwd3d3eioqIYPnz4e59LXV2dZcuWIS8vj4WFBTExMWRnZxMQEICioiKWlpYcOnRISlxRKC4ujk6dOklj2/v27cvcuXP566+/aN68eamvn5GRwbp166hfv77UtnHjxnHs2DE6deoEQF5eHuHh4TRp0gQAZWVlXFxcuHTpElZWVly7do0OHTqwdOlSqae9ffv2HDp0iDNnzmBrayut8V6vXr1i13vPy8vju+++w8bGBl9fX6AgM/Lz58/59ddfeTUfX3HDTDQ1NRk8eDCTJ09+Y3tr1apFaGio9B+XO3fuEBwcTGpqKmpqaoSEhNC9e3fmzJkDgKWlJenp6WzdulU6x+nTp2nfvj22trYAWFhYoKKigrq6+huvXdEVZlBu27atFPBDwRsUc3NzDh06REZGBtWqVSuvKgqCIAiVjAj6hXJnZ2fH7t27CQoKokuXLu89ftzAwEDqUZeXl0ddXR1dXV2ZYRi1atWShl4A/PHHH1y9epVRo0ZJ2y0tLVFSUiImJgYvL69SX9/ExEQK+AE6depElSpVOHv2rBT0a2lpSQE/QKNGjYD/Hw7i4OCAg4MDmZmZ3Lp1izt37nD58mVyc3PJzs4uVT1u3brFkydPiqy2M3HiRCZOnCizbfXq1WhoaJCVlcWOHTvYuXMnbm5uDBgw4K3XMTIykulNKJwb8OLFC5KTk7l37x7Tp0+XOcbW1lYm6LewsGDbtm08ePAAKysrrKysmDBhQqnaWbiSUkkuXrxISkZWqc5VGm/KtKikpISKiopU5uXLlwA0bdq0yHFffvkl+fn5NGzYEC0trf+kbhUpG2RZE239PFWWtlaWdoJoa3l5vWPzVSLoFyqEefPmYW9vj5eXF9HR0e91juKGorytJzUuLg6AGTNmFNkXHx/PtGnTqFq1aqmuX6dOHZnPcnJyaGhoyDxkvF6fwt78wvH6L1++xM/Pj/j4eHJycmjUqBHGxsYoKirK9NC/SUpKClAwifRtdHR0pGDdxMSEnJwcfHx8UFVVlXrfS/L6fSl84MrPz5fmMry6MhAUvEV4lZeXF/Xq1ePHH3/Ez88PPz8/jI2NmTdvHi1atHhr/Suqr776iipVqvDXX38V2Xf37l2UlZWL3BtBEARBKEtiIq9QIdStW5eZM2dy+vRpmZ7g14PiQoXj5z5EVlYWe/bswcbGhujoaJkfb29vnj179tYJva8qDLYL5efn8+TJk3cK7hYuXMj+/fsJCgri/PnzHDhwgGXLlr3TkqZqamoARSYRP378mJMnTxaZyPwqb29v6tSpw7x583j8+HGpr/m6wnXrnzx5IrP99TpVqVIFV1dXfvrpJw4fPsycOXP4+++/i30I+5SoqKhgbW3NkSNHuH79urT977//5tChQ3Tp0qXEMZeCIAiCUBZET79QYTg6OrJ3714CAgKkIL9wPPT9+/elctnZ2Vy6dAklJaUPut6BAwdISUnByckJCwsLmX2mpqZERESwbds2+vTpU6rznT9/nufPn1OjRg0ADh06RHZ2Nm3atCl1nc6dO0fbtm3p0qWLtO2PP/4gOTlZ5sHnTROemzZtSq1atTh06BB2dnbS9piYGCIjIzl16lSJx6qqqjJr1iymTp3K8uXLWbx4canr/qr69evTqFEjDh48iL29vbT9wIED0u9ZWVn06tWLAQMGMGLECBo0aMCQIUO4ffu29AbmQ6lVUZBZX/9jmjFjBqdPn2bYsGEMGzYMJSUloqOjqVq1apEJzYIgCIJQ1kTQL1Qofn5+2NvbS0NZatasibGxMVFRUWhra1OzZk2io6N5+fLlBwf9cXFxaGlpYW5uXmSfgoIC9vb2rF+/vtSz8dPT0xkzZgxjx47l8ePHBAQE0L59+3cK+g0NDdm3bx8xMTF8+eWXXLlyhbCwMOTk5MjIyJDK1ahRgwsXLnDmzJkiq9goKioyceJEFi5ciLq6OtbW1ly7do3Vq1czcuRIaZJpSWxtbdmyZQs7duxg0KBBGBkZlbr+heTk5Jg0aRIzZ86kdu3adO7cmfPnz7Np0yag4KGlSpUqGBgYEBISgpKSEjo6Oty6dYsdO3bQvXv3d75mRdOoUSO2b9/OsmXLWLt2Lfn5+ZiamuLh4YG2tnZ5V08QBEGoZETQL1QoDRs2ZNq0afj5+UnblixZgp+fH97e3qiqquLo6IiJickH9QY/fPiQhIQEhgwZUmKveZ8+fVi/fj0xMTGlCkLNzc0xNjZmxowZKCoqYm9vX2Qi69t4enqSnZ3NihUryMrKolGjRri6uvLXX39x9OhR8vLykJeXZ9KkSaxYsYLRo0cXOwTJ2dmZatWqsW7dOrZt20aDBg2YPHlyqVdH8vb2pm/fvvj5+REbG/tObSjUp08f0tPTpToYGBgwffp0Fi9ejIqKCgDz589HXV2ddevW8ejRI2rXro2joyNTpkx5r2uWl0OHDhW7XVtbm1WrVn3k2giCIAhCUXL5pZ0dKAhCiZydnVFQUGDDhg3lXZUKY/fu3RgYGPDFF19I2zZv3syCBQtITEyUhkGVlYsXL5Kbm4uJiUmZXqciqEgrR5Q10dbPU2Vpa2VpJ4i2lpfC1XuKW9JbTOQVBKFM7NixgzFjxrB3717OnDnDli1bCAoKonfv3mUe8H8s3t7eODu/ec7AlStX0NfXJzg4+CPVShAEQRCKEsN7BEEoE0uXLiUgIIBFixaRkpJCvXr1cHZ2Zty4ceVdtf9EbGwssbGxxc4JKZSTk8OsWbNKnWNBEARBEMqKCPqFz15+fr609GdZ2bhx4zsf8zHqVZ5q16793qv/VGS5ubmEhYUREhLy1rIREREyS3YKgiAIQnkRw3sqOGdnZ/T09EhKSip2v66u7kcdNpCTk0P79u3R0dHh5s2bRfYnJiaio6MjZUsNDg5GV1f3na7h6elZJJvs+4qIiGDt2rXS53etz+vted37tC8rK4slS5awa9eudzquotPR0SE0NLS8q1GmMjMzcXBwIDg4mN69e0v5CIpz9epVwsLCGD9+/EesoSAIgiAUT/T0fwJycnKYPXs2sbGx75SkqSwcPXqU9PR0tLW12b59O56enm8s379/fzp27PiRaldUUFAQrq6uFaY+UJCgav369Z9lL3hFk5qVi8K0d38L86pX1/nPzMwkLS2NwMBAbG1tsba2LvaYwmE97dq1o1evXgQFBX1QHQRBEAThQ4me/k+Ampoaly9fZs2aNeVdFeLi4jA3N8fOzo4dO3aQlZX1xvL16tV7r3Xey0pFq4/waVFVVWX//v3Y2tq+sdyaNWu4ffs2vr6+H6lmgiAIgvBmIuj/BOjr62NnZ0doaCg3btwotszdu3fR0dEhPj5eZvvrQ2Wsra0JDQ3Fz88Pc3NzTE1N8fX1JSMjA39/fywsLLCwsMDLy4vMzEyZcyUnJ3P06FGsrKzo1asXKSkpxa4R/6rXh784Ozvj5eVFSEgIbdq0wczMDHd3d5KTk4scGxsbS7du3TAwMKB3796cOHFCZn9iYiIjRozAzMwMfX19unTpQkhIiJS5VkdHh9zcXEJCQqRltIobjrNz50769OmDkZER1tbWrFq1itzc3De2602uXr3K6NGjMTY2xsTEBDc3Nx48eAAUfE9WVlYAzJo1S6an+MyZMwwZMgQjIyMsLCzw9vbm+fPn0v64uDgMDAzYtm0b7dq1o1OnTvz9999SGxwcHGjVqhUdO3bE39+fly9fytTr6NGjDBo0iFatWmFpacmCBQtIT08nJSUFAwODIuvJp6amYmhoyObNmwFIS0vDz8+PDh06YGxszIABA0hISCjxPjx9+hRvb2/atm2LoaEhTk5OnDt3TqbMr7/+yoABAzA2NsbMzIzx48eX+DdeEcjLy7/1bdv169f57rvvmDlzJvXq1ftINRMEQRCENxPDez4R3t7eJCQkMHv2bLZu3VpiQqnSiIyMpHPnzgQFBXHixAkiIyNJSEigRYsWBAQEcPbsWcLDw2nWrBkjRoyQjvvxxx8B6NGjBxoaGhgZGRETE0OvXr3e6fr79+9HU1MTX19fUlNTWbp0KaNGjeL777+X2nX37l3Wrl3LlClTUFFRYcWKFUycOJHDhw+jrq7On3/+yYgRI7C1tWXlypXk5eWxa9cugoODadq0Kba2tsTExDB48GAcHBzo379/sXXZvHkzvr6+DBw4kOnTp3Pz5k2WLVvGy5cv8fDwkMrl5eWRk5NT5PjCB4xCt27dwsnJiebNm7Ns2TKysrIIDg5myJAh7Ny5kzp16hAWFoarqyuurq5069YNKAj4hw8fTrt27QgKCuLJkycEBgZy9epVtm7dKgWa2dnZREZGsnjxYp4+fSolfwoNDWXYsGFMmzaN69evs2rVKpKSkli/fj1ycnIcPnxYup6rqyuPHz/G39+fR48eERQUhLW1NT/++COTJ0+W2rJ3717y8vKws7MjNzeXkSNH8r///Q83NzeaNGlCTEwMY8aMYfv27UUepDIzM3FxceHJkye4u7ujpaXFtm3bcHFxYfPmzRgaGvL3338zfvx4+vXrh7u7O8+ePSMwMJCxY8fyyy+/vHWS8+uZiF8XGBgIim/OPlwab8rInJ2dzYsXL6Qyubm5eHh40LJlS4yMjLh69SoPHz4E4PHjx6XO7vyuXrx48da6fi5EWz9PlaWtlaWdINpaXnJzc1FQUCh2nwj6PxEaGhr4+Pjg7u5OVFRUqTOrFkddXZ1ly5YhLy+PhYUFMTExZGdnExAQgKKiIpaWlhw6dEhK8FAoLi6OTp06oaGhAUDfvn2ZO3cuf/31F82bNy/19TMyMli3bh3169eX2jZu3DiOHTtGp06dgIJgOjw8nCZNmgCgrKyMi4sLly5dwsrKimvXrtGhQweWLl0qBYft27fn0KFDnDlzBltbWykxRb169YpNUpGXl8d3332HjY2NNAyjQ4cOPH/+nF9//ZVX89a9aS32V/9xhYSEoKKiwvr166levToAZmZmdO3alU2bNuHq6ioFyI0bN5Z+X758Oc2aNSM8PFx68NHV1cXBwYG9e/dKD1b5+fmMHz9eeluQkpLCmjVrGDx4MLNnz5baULduXaZOncrRo0fp1KkTwcHB6Ovry/Tm5+fns27dOtLS0ujXrx/79u3j3LlzUjKrnTt3Ym1tTa1atTh8+DAXL15k9erV0rXNzc3p378/iYmJRYL++Ph4rl69SmxsLAYGBgB07NgRR0dHAgMDWb9+PZcuXeLly5eMHTtWmhBbv359Dh48SHp6OqqqqiXe84pqx44d3Lp1C39/f+ktTVpaGlDwIPT8+XNUVVU/6KFdEARBEN6HCPo/IXZ2duzevZugoCC6dOlC48aN3+s8BgYGUtAhLy+Puro6urq6MsMWatWqJTO05I8//uDq1auMGjVK2m5paYmSkhIxMTF4eXmV+vomJiZSwA/QqVMnqlSpwtmzZ6WgX0tLSwr4ARo1agQgXdvBwQEHBwcyMzO5desWd+7c4fLly+Tm5pZ6TfRbt27x5MmTIisFTZw4kYkTJ8psW7BgAS1atChyju3bt/PDDz9In0+dOkXbtm1RVlaW3gyoq6tjaGhIQkKCzKTiQhkZGfz222+MGTOGvLw86e3BV199RYMGDUhISJB5m/L1119Lv//2229kZWVhZ2cnc04bGxs8PDxITEykTZs2XL58malTp8qUcXR0xNHRESh4UKhXrx4//vgjJiYm3Llzh/PnzxMREQHAuXPnqFKliswkaEVFRXbs2FGkPQAnT56kbt26tGzZUuYNSefOnYmIiCArKwsjIyOUlZVxdHTExsaGjh07YmFhgaGhYbHnfF1JKyoVunjxIikZb55zUhpvyrCopKSEioqKVObKlSvk5OQwbdq0ImV37NjBjh07OHjwoPT3/F+pSNkgy5po6+epsrS1srQTRFvLy+sdtq8SQf8nZt68edjb2+Pl5UV0dPR7naOwB/pV1apVe+MxcXFxAMyYMaPIvvj4eKZNm0bVqlVLdf06derIfJaTk0NDQ0PmIeP1+hT25hcGxC9fvsTPz4/4+HhycnJo1KgRxsbGKCoqyvTQv0lKSgpQsJ7823z55ZdSj/Wrjhw5UuScu3btKnY5zlcfYl71/Plz6c1GeHh4kf3//vuvzGdNTU3p92fPngEFD0mvkpeXR0NDg7S0NJ49e0Z+fr70hqY48vLy9OnTh23btuHl5cXOnTvR0tLC0tJSapeGhkap8wqkpKTw4MED9PT0it3/9OlTGjVqxKZNm1i9ejXff/890dHR1KhRg8GDBzNlypRPMofBzJkzZf6OoWBYz4wZM+jduzd9+vQp8l0JgiAIwscggv5PTN26dZk5cyZeXl5s3bpV2v56UFyocJzZh8jKymLPnj3Y2NgwePBgmX3Xrl1jwYIF7Nu3jz59+pTqfIXBdqH8/HyePHnyxqD0dQsXLmT//v0EBQXRtm1bVFRUAGjbtm2pz6GmpgZQZBLx48ePuX79Oq1bty71uQqpqqrSsWNHhg0bVmRflSpVij2mevXqyMnJMWLECHr06FHs/pLUrFkTgEePHsm8+cnLyyM5ORl1dXVpmMzTp09ljk1LS+PChQu0atUKNTU1+vXrR0REBCdPnuSnn36iV69e0tAlNTW1IscDXLp0iSpVqhR5C6KmpkazZs3w9/cvtt7q6uoAGBoaEhISQlZWFufOnSMmJobw8HB0dXXp3r17ie2uqPT19Ytsu3v3LgDa2tq0a9fuY1dJEARBEAAR9H+SHB0d2bt3LwEBAVKQXxjY3b9/XyqXnZ3NpUuXUFJS+qDrHThwgJSUFJycnLCwsJDZZ2pqSkREBNu2bSt10H/+/HmeP39OjRo1ADh06BDZ2dm0adOm1HU6d+4cbdu2pUuXLtK2P/74g+TkZJkHnzeNnW7atCm1atXi0KFDMsNjYmJiiIyM5NSpU6WuTyFzc3Nu3LiBnp6edO3c3FymTJmCoaEhOjo6ReqkqqqKrq4u//vf/2TeJqSlpeHm5oa9vT1NmzYt9npGRkZUqVKFPXv2SGPxAfbt20d2djYmJiZUr16dFi1acOjQIcaMGSOVOXDgADNnzuTw4cOoqanRuHFjTE1NiYyM5ObNmzJJ30xMTFi3bh2//vor7du3l9o1Y8YMTExMWLRokUy9zMzMOHbsGHXq1JFJYLVy5Uru3buHv78/GzduZP369ezbt48qVarQtm1b9PX1+emnn2T+jj+EWhUFmXX2BUEQBKGyEkH/J8rPzw97e3tpKEvNmjUxNjYmKioKbW1tatasSXR0NC9fvvzgoD8uLg4tLS3Mzc2L7FNQUMDe3p7169eXetZ6eno6Y8aMYezYsTx+/JiAgADat2//TkG/oaEh+/btIyYmhi+//JIrV64QFhaGnJwcGRkZUrkaNWpw4cIFzpw5U2S1F0VFRSZOnMjChQtRV1fH2tqaa9eusXr1akaOHImy8ruv/DJhwgQGDBiAq6srAwYMQFFRkU2bNpGQkICTkxNQEOTLyclx8uRJmjVrhpGREW5ubowbNw5PT09sbW3JyspizZo1XLt2jZkzZ5Z4vVq1ajFy5EjCw8NRVFTEysqK69evExwcjLm5uTQ8Z/LkyUyYMIHp06fTu3dvHjx4wPLly+nTpw8NGjSQzte3b19mzZqFgYGBzOTszp07Y2hoiIeHB1OmTKFBgwbExsby8OFDXFxcitSrb9++bNq0ieHDh0sTdY8cOcL69euZOHEicnJytGnThqVLlzJhwgSGDh2KgoIC27ZtQ1lZmc6dO7/zvRcEQRAEoWQi6P9ENWzYkGnTpuHn5ydtW7JkCX5+fnh7e6OqqoqjoyMmJibSePz38fDhQxISEhgyZEiJveZ9+vRh/fr1xMTElGpIhrm5OcbGxsyYMQNFRUXs7e2ZPn36O9XL09OT7OxsVqxYQVZWFo0aNcLV1ZW//vqLo0ePkpeXh7y8PJMmTWLFihWMHj262JwCzs7OVKtWjXXr1rFt2zYaNGjA5MmT33t1pBYtWrB582ZWrlzJ9OnTkZOTo0WLFqxevVoa2qGiooKrqysbNmzg2LFj/Prrr1hZWREZGUlISAiTJk1CWVkZAwMDoqOjZSbuFmfKlCloamqyadMmtmzZgqamJgMHDmTSpEnSd9alSxdCQ0MJCQlh/Pjx1K5dmwEDBjBhwgSZcxVOpO7bt6/MdgUFBdauXUtAQAArVqzg5cuX6OnpsX79+mLrV716dTZv3szy5ctZsmSJlMXZx8eHoUOHAgUTlSMiIggODsbd3Z3c3Fz09fVZt24dX3zxxXvd/4/t0KFDby3TqFGjCrGMmyAIglC5yeWXdtajIPwHnJ2dUVBQYMOGDeVdFaEYO3fuZO7cuZw4cUKa8/CpunjxIrm5uTLDnj5XFWnliLIm2vp5qixtrSztBNHW8lK4ek9xS5WLnn5BEPjll1/4/fff2bp1K/379//kA/6y5u3tze3bt9m4caPM9uPHjxMWFsaff/6JvLw8RkZGTJkypdj/+AqCIAjCxyQyxAiCwD///ENUVBStWrViypQp5V2dCi02NpbY2Ngi20+fPs3o0aNJTU1l6tSpTJgwgTt37jB06FAuXbpUDjUVBEEQhP8nevqFj+r1ntFX5efnV8i12Stqvf5LLi4uxU7ILUlluCevy83NJSwsjJCQkGL3L1q0iPr167N9+3Ypz0SfPn2wtbWVshALgiAIQnkpt55+Z2dn9PT0SEpKKna/rq6uzJKBZUVHR4fQ0NBi9509exYdHR0SExPLvB5l4e7du+jo6BAfHy9t27hxIx06dMDQ0JDVq1fj7Oz8TsFeSRITE9HR0Sk2S+qhQ4fQ0dFh0KBBxR778OFDxo4dyz///PPB9Sits2fPMm7cOCwsLNDX16dTp07Mnj2bv//+W6bc4cOH37h6Tnk7fvw4rq6udOjQASMjI3r06EFgYKCUtOu/Vh7fVUWQmZmJg4MDwcHB9O7dW2YZUihIknblyhVsbGxkEstpampiZmbGhQsXPnaVBUEQBEFGufb05+TkMHv2bGJjY1FUFC8d/mt16tQhJiZGStr04sULFi9ejJWVFSNGjEBbWxtra+sy77GNi4vj66+/5sKFC1y5cqVIIqdTp05x5MgRfHx8yrQehU6cOMGYMWOwsbFh4cKFqKmpcefOHSIjI3F0dCQ2Nla6Z1FRUeTm5n6Uer0rf39/1q9fj52dHT4+PtSoUYPLly8TGRnJL7/8wsaNG0uVbfhdfOzv6kOlZuWiMK3kt0sleX1t/8zMTNLS0ggMDMTW1hZra2uZ/aqqquzbt6/YzNZPnz6VkpwJgiAIQnkp1zH9ampqXL58mTVr1pRnNT5bVapUoVWrVlKm29TUVHJzc+natStmZmbUq1eP5s2b06xZszKrQ3JyMkeOHMHV1ZV69eqxffv2MrtWaa1evZrWrVuzYsUKunbtioWFBf379yc6OpqMjIxPYhjG7t27WbduHd7e3ixfvpzu3bvTtm1bRo4cyYYNG7hz5w4rVqwo72p+NlRVVdm/fz+2trbF7ldQUKBJkyZF3gBcuXKF8+fPY2xs/DGqKQiCIAglKtegX19fHzs7O0JDQ7lx40axZYobogIF67R/88030mdra2tCQ0Px8/PD3NwcU1NTfH19ycjIwN/fHwsLCywsLPDy8iIzM/O96ls4hOXUqVO4uLhgZGRE+/btCQgIkOkN/vXXXxkwYADGxsaYmZkxfvx4mfY5Ozvj5eVFSEgIbdq0wczMDHd3d5KTk2Wud+bMGYYMGYKRkREWFhZ4e3vz/PlzmTI3b95kwoQJmJmZYW5uzvjx47lz506RexcXF0fHjh0BmD17trSs1OvDe/Ly8ggPD6dr167o6+tjY2NT7KTFbdu20b17dwwNDRk6dCj37t0r9p79+OOPALRv356ePXsSHx8vkzwrLi4ODw8PoGAteU9PT6DgLdCGDRuws7PD0NCQLl26EBYWJnOfnZ2dmTdvHsHBwbRv3x5jY2OmTp1KWloaq1evxtLSEhMTEyZNmsTTp0+l4548eSKTtbdQ3bp18fHxkTLOOjs7c/LkSU6fPi0zzOvp06d4e3vTtm1bDA0NcXJy4ty5czLn0tHR4bvvvqNv376YmppKDxL//PMPU6ZMwczMjFatWjFy5Ej++usvmWNTUlLw8/PD2toaAwMD+vbty/79+2XKrFmzBh0dHYYMGVKkHTo6OkyfPp2WLVtK20rzvTo7OzNnzhwiIiKwsrLCwMCAQYMG8fvvv7/xuwLYvn07tra26OvrY21tzerVq3l1NWBPT09GjBiBj48PJiYmDBo0iPz8/Lf+W6ko5OXl3/ltZHp6ujQ07NVMyIIgCIJQHsp9TI23tzcJCQnMnj2brVu3lpgAqjQiIyPp3LkzQUFBnDhxgsjISBISEmjRogUBAQGcPXuW8PBwmjVrxogRI977OtOmTWPIkCGMGzeOw4cPs2bNGr744gv69+/P33//zfjx4+nXrx/u7u48e/aMwMBAxo4dyy+//CINpdm/fz+ampr4+vqSmprK0qVLGTVqFN9//z3y8vKcOXOG4cOH065dO4KCgnjy5AmBgYFcvXqVrVu3oqioyMOHDxk4cCD169fH19cXZWVlVq5ciYuLC7t375apc6dOnQgLC8PV1RVXV1cpCdPr5s2bR1xcHK6urhgZGfHrr7/i4+PDy5cvcXYuGPKwadMm/Pz8GDZsGFZWVpw8ebLE4R47duygU6dO1KxZEwcHB9asWcOePXtwdHSU6jVp0iSCg4MJCQmRHka8vLzYs2cP48aNw9jYmPPnz/Pdd9/x999/s2jRIun8P/74I61atcLf35/r16+zZMkSkpKSqFOnDgsWLODWrVssXbqUOnXqSHXs2LEj69at49tvv6V3796YmZmhra0NQP/+/aVzz507F09PT3Jzc5k7dy7NmzcnMzMTFxcXnjx5gru7O1paWmzbtg0XFxc2b96MoaGhdHxoaCju7u58+eWXfPHFFyQnJ+Pk5ISKigrz5s1DWVmZyMhIBg8ezI4dO2jYsCEZGRkMHjyY58+f4+bmRp06ddi1axeTJk3C39+fPn368OjRI65cucKYMWNKHJr1+jyN0nyvAHv37qV58+b4+PiQn5+Pv78/bm5uHDhwoMTvKiIigsDAQL799lssLS35/fffWbVqFcnJyTIPBomJibRp04aQkBBevnzJ3bt3S/VvpSSvZ1h+XWBgICi+e1Zl4K3JtLKzs3nx4kWJ5TIzM/H19eXKlSs4OjpSs2bNMk3Q9eLFC+Dt9f4ciLZ+nipLWytLO0G0tbzk5uaWOKS03IN+DQ0NfHx8cHd3Jyoq6r0zoQKoq6uzbNky5OXlsbCwICYmhuzsbAICAlBUVMTS0pJDhw5JiQve18CBAxk/fjwAbdq04cCBAxw5coT+/ftz6dIlXr58ydixY6VX/fXr1+fgwYOkp6ejqqoKQEZGBuvWraN+/frSfRg3bhzHjh2jU6dOLF++nGbNmhEeHi49COnq6uLg4MDevXvp1asXGzZskHrEC4fwfPnll4wYMYLLly9Tr149qc4aGhro6uoC0Lhx42LXDb916xbbt2/Hw8NDeijq0KEDubm5BAUF4ejoSNWqVQkNDcXOzg4vLy+pTFpaGtu2bZM5359//smVK1eYPHkyAM2aNaNVq1bExMRIQb+GhoYUcLds2ZJGjRpx/fp1du7ciYeHByNHjgQK3hRUrVqVgIAAXFxcpCyw+fn5rFq1ClVVVTp06EBcXBz//PMPsbGxqKmpYWVlxalTp2QmUha+DYiLi+PUqVMA1KtXDysrK1xcXGjatCkAzZs3R1VVldzcXOl+bd++natXrxIbG4uBgQFQ8BDh6OhYZIWW1q1bS/UHpAm227dvl76bDh068M033xAWFsaCBQuIi4vjxo0bxMbGSg8QVlZWPHv2jGXLltGzZ0/u378PQIMGDYp8h8UpzfdaOBY9NzeXyMhI6e+0sLf62rVrtGjRosh3lZqaSlhYGEOGDGHWrFnSuVVUVPD392fYsGFSPXNycpg/fz6NGjUCYM+ePaX6t/KpSUtLw8/Pj6SkJLp27SrzUCUIgiAI5aXcg34AOzs7du/eTVBQEF26dJEmUb4rAwMDKUCWl5dHXV0dXV1dmdfytWrVKjJE5m1e73Fs3bq1zOd69epJQ1aMjIxQVlbG0dERGxsbOnbsiIWFhUwPMICJiYkU8ENBj3eVKlU4e/YsFhYW/Pbbb4wZM4a8vDxpKMpXX31FgwYNSEhIoFevXpw7d47WrVtLAT8UBP2HDx8GCob3vItTp06Rn59P586dycnJkbZbW1sTFRXFpUuX0NTU5MmTJ3Tp0kXm2B49ehQJ+uPi4qhVqxbGxsbSPbexsWHJkiVcvnxZegh53ZkzZwCwt7eX2d6rVy8CAgI4c+aMFPQXBuaFateujbKyskxyqVq1askMGalSpQp+fn64ublx9OhRTp48SWJiIjExMcTFxbFy5Uq6du1abN1OnjxJ3bp1admypcw96ty5MxEREWRlZVGlShUAqY6vHqunp4empqZ0rKKiIu3btychIUFq+xdffFHk76Vnz54cO3aMmzdvSn/PxQ1RKk5pvlcLCwugYGjQq/ezMBgv7MV43YULF8jIyMDa2rrIuRctWsSpU6fo27cvACoqKlLAD6X/t1KS4laKetXFixdJycgq1ble97asikpKSqioqBQp9+TJE2bOnElSUhIDBw5k/vz5H2Vp04qUDbKsibZ+nipLWytLO0G0tby8qWO7QgT9UDD8wN7eHi8vL6Kjo9/rHNWrVy+yrbjVNF6loqJCVlbxgUF2dnax56hatarMZ3l5eSkAa9SoEZs2bWL16tV8//33REdHU6NGDQYPHsyUKVOkAKBOnToy55CTk0NDQ4Pnz5/z/PlzaQx2eHh4kXr9+++/QMHY7y+++OKN7XsXKSkpQEFgXpx///0XJSUlAJkHDQAtLS2Zz1lZWezevZuUlBTatm1b5FwxMTHMnz+/2OsULjf5+sozhZ9TU1Olbe/znRfS1NSkX79+9OvXDygYfjJ9+nTmzZtHly5dig3WUlJSePDgAXp6esWe8+nTp1Kg/Hr9U1JSuH37drHHFt7XZ8+eoampWWxdoaDtX375JXJycm9cNvPp06dUq1aNqlWrlup7LVTc3zaU/IBReO6Shsu9eu7X21XafyufirS0NEaOHElSUhIuLi7Smw9BEARBqAgqTNBft25dZs6ciZeXF1u3bpW2F/4f/+tBR0k9j+9KU1NTJjB51cOHD4GiAe3bGBoaEhISQlZWFufOnSMmJobw8HB0dXXp3r078P/BUqH8/HyePHmChoYG1atXR05OjhEjRtCjR48i5y8MdFVVVYtM/oWCJSnfZ0Wewt7xTZs2FQn+oCBIK6z348ePZfa93p6DBw+SkpLCwoULpSEhhdauXcuuXbvw8PAoNmivUaMGUNBr+upqKI8ePQIKhnG9r99++w1XV1eWLVsmTdgtZGFhwciRI1m8eDHPnj2jVq1aRY5XU1OjWbNm+Pv7F3v+N9VNVVWVNm3aMH369BLL1KhRo9jcFYV/o+rq6qirq6Onp8fx48eZMWNGscHx0qVL+fnnnzl27Fipvtf3VXjuwMDAIt8zFH24fV1p/q18Knx9fUlKSmLYsGEi4BcEQRAqnAoT9AM4Ojqyd+9eAgICpCC/cKhB4ThmKOiBv3TpktQ7+iHMzc05evQoaWlpRcYQ79+/ny+++EJmbPzbbNy4kfXr17Nv3z6qVKlC27Zt0dfX56effpJpw/nz53n+/LkU4B46dIjs7GzatGmDqqoqurq6/O9//5PGjUNBT6Kbmxv29vY0bdoUExMTvv/+e1JSUqQA9Z9//mHUqFEsWbLkrRMdX1dY/tmzZ5iZmcnch9jYWObPn0+TJk2oX78++/bto2fPnlKZwiFFheLi4mjYsCH9+vUrEpRmZGRw9OhR9uzZw4ABA4pMODE3NwcKlqV8dUx84eRkExOTd2rXq5o0acKLFy+Ijo6mbdu2RSaO37p1i7p160r3U0FBQWbFIDMzM44dO0adOnVkHkhWrlzJvXv3SnwYKGzX3r17adasGSoqKtJ2Hx8fqlevjoGBAebm5uzbt49Lly7JDHPZs2cPWlpa0pudESNG4O7uzpYtW4qs4PPnn3+yd+9eunbtiqqqaqm+19I+SL3+XRkZGaGkpMS///4rs5zlhQsXCA4Oxt3dvcgyloVK+2/lQ6hVUSiy5n5ZuHHjBvHx8aipqdGyZcsiq40B9O7du8zrIQiCIAglqVBBP4Cfnx/29vbScn81a9bE2NiYqKgotLW1qVmzJtHR0bx8+fI/CfrHjRvHzz//zNChQ3FxcaFBgwY8evSIXbt2cezYsXfOCtymTRuWLl3KhAkTGDp0KAoKCmzbtg1lZWU6d+4slUtPT2fMmDGMHTuWx48fExAQQPv27WnTpg0Abm5ujBs3Dk9PT2xtbcnKymLNmjVcu3ZNWgZw+PDhxMfHM2rUKMaOHYucnBwhISE0bdqUbt26FfsW4E1atGiBvb29lJm2ZcuW/PXXX6xYsQI9PT1pQub06dOZNm0ac+bMoVu3bly8eFHm7czDhw/59ddfGTFiRLG90B06dEBTU5Nt27YxYMAAqbf4l19+oWPHjnz11Vf06tWLwMBAMjIyMDY25sKFC4SHh9O7d2+aN2/+Tu16Vc2aNZkxYwa+vr4MHjyYAQMGoK2tTWpqKr/88gs7d+6UWd9eTU2Ns2fPcvLkSXR1denbty+bNm1i+PDh0gTUI0eOsH79eiZOnPjGISnDhw9n586djBgxAhcXF2rUqMHOnTuJj4+XViRycHBg48aNjB8/Hjc3N+rWrcvu3bs5duwYCxYskB5S7OzsOHHiBH5+fvz2229069aNatWqceHCBTZs2ECDBg2k1YpK+72WxuvfVeFKWIGBgaSlpWFiYsK9e/cIDAxETU2Nr776qsRzlfbfyqfg9OnTQMHwq5J6+UXQLwiCIJSnChf0N2zYkGnTpuHn5ydtW7JkCX5+fnh7e6OqqoqjoyMmJibExcV98PW0tbX54Ycf+O677wgMDOTJkyfUqFEDfX19oqKiZHpGS+Orr74iIiJC6uXMzc1FX1+fdevWyYy/Nzc3x9jYmBkzZqCoqIi9vb3MsA8rKysiIyMJCQlh0qRJKCsrY2BgQHR0tDRBtEGDBmzevJlly5bh4eGBsrIy7dq1w8PDAxUVlXcO+qHgXoeHh7Np0yYePnyIpqYmjo6O0go8UDDBVl5entDQUHbs2MHXX3+Nr68v7u7uAMTHx5Obm4udnV2x11BUVMTOzo6oqCh+//132rRpQ+fOnVm+fDmJiYmEh4ezePFivvjiC+Li4ggPD6dBgwZMmjSJUaNGvXObXjdkyBCaNm1KdHQ0K1asICUlherVq2NoaEhUVJT0pgEKAvXffvuN0aNHs3TpUmxtbdm8eTPLly9nyZIlpKeno62tjY+PD0OHDn3jdevWrcu2bdtYsWIFPj4+ZGdn07RpU1asWCHdKxUVFTZt2sTy5csJCAggIyODr7/+muDgYLp16yZzvkWLFmFhYcH333+Pj48PL168oFGjRgwdOpQRI0ZIb5GgdN9raRT3XU2dOhUtLS22bNlCeHg4tWrVwtLSEnd3d5SVS14ys7T/ViqiQ4cOyXx2cnLCycmpnGojCIIgCG8nl/9qBh3ho3B2dkZBQYENGzaUd1UE4bN18eJFcnNzP2g42KeiIq0cUdZEWz9PlaWtlaWdINpaXgpX7yluafZyzcgrCIJQEf3xxx8MHz6cVq1a0bp1a8aNG8fNmzfLu1qCIAiC8N4q3PAeQRCE8nTz5k2cnZ2pVq2alIRv/fr1DB48mPj4+BInJguCIAhCRSaC/nKwcePG8q5CmcvPz//o66yXxzU/xKdW38oiKiqKFy9esHnzZimBXJs2bejfvz8bNmyQJtILgiAIwqdEDO8pR87Ozujp6RW7LjuArq7uO68e9L4OHjzIt99+i6mpKQYGBnzzzTcsXLiQJ0+evPO5Lly4wNixY8ugliWLiIhg7dq1/8m5nJ2dcXFxKfHz63R0dAgNDX2na5THPSprwcHBJWZZ/pTcvXtXyuZdyNDQ8P/au++oKq7u4eNfqRZQwRJ7V1CaCEhQ0QBWIFbsvYsGC/ZuxBg1KFJiF4KaxwAq1sTYzROJXWOM5YliwB7FiILS5/2Dl/l5ARWNBr3uz1qs5T333Jmz54jumXsKpUuX5n//+18htkwIIYR4ffKkv5BlZGQwbdo0oqKi0NMrnO6Iiopi5syZ9OrViwEDBlC0aFH++OMPVq9ezcGDB9m0aVO+G1U9z6ZNm7hy5crba3A+AgMD8fb2/lfP+U8UxjX6ED1Oy0R3/Mu/WXt2Lf/q1asTExPDgwcP1J2nHz58yOPHj1+62ZgQQgjxrpIn/YXM2NiYCxcusHr16kJrQ87697NmzcLFxQUnJyf69evHqlWruH79Ops2bSq0tgnxbxsyZAgVKlTA19eXS5cucfnyZcaPH4++vj59+779jb6EEEKIt0GS/kJmaWmJh4cHy5Yt4+rVq/nWuXHjBmZmZnl2+ZwyZQqtWrVSX7u6urJs2TL8/Pxo3Lgx9vb2zJ07l6dPn7Jw4UIcHR1xdHRk+vTppKamqp9LSEhQd0B+Vv369ZkyZQqWlpZq2YMHD5g9ezYuLi5YWlrSuHFjfHx8uHnzptqmTZs2cfPmTczMzNiyZQvHjh3DzMyMkydPahw/97AZMzMzvv76azp37oy9vT1hYWEAHDt2jEGDBuHg4IClpSVubm6EhISobTYzMyMzM5OQkBCN5bIuX77M0KFDsbW1xc7OjjFjxnDnzh2NNty6dYvPPvsMOzs7mjZtqp7zn8jKymLFihW0bNkSS0tL2rZtS1RUlPp+ftcIICUlhYULF9K8eXOsrKzo2LEj+/fv1zi2q6srCxYsoG/fvjRq1Igvv/wSgDt37jBp0iScnZ2xsbGhd+/e6oZROZKSkvDz86NZs2bY2trSrVs3YmJiAFi4cCENGzYkOTlZ4zP+/v40a9ZM3ZX48OHD9OjRg4YNG+Ls7My8efPyfOZZe/fupXPnzlhZWdGsWTMWLlxIWlqa+n5KSgpz5syhefPm6rV6U8O0XlelSpUYPnw4J06coEOHDrRv355ffvmFxYsXa8XwJSGEEB8mGd7zDpgxYwYxMTFMmzaNjRs3qruuvo41a9bg4uJCYGAgP//8M2vWrCEmJgZzc3P8/f05efIkK1asUHdSBWjevDnbt2/n6dOnuLu7Y29vrw5jGDhwoHpsRVEYMmQIycnJTJgwgbJly3L58mWWLl3KnDlzWL16NSNHjiQxMZHffvuNkJAQqlWrxh9//FHg9i9btgxfX19q1qxJ9erV+f333xk0aBDu7u4sXbqUrKwsduzYQXBwMLVq1cLd3Z2IiAh69epFp06d6Nq1KwDXrl2jZ8+e1KlTh6+++oq0tDSCg4Pp3bs3W7duxdjYmCdPntCnTx/09PTw8/NDR0eHoKAg4uPjsbe312iXoihkZGQUKIY5c+awZcsWvL29sbGx4ciRI8ycOZOUlBT69u2b7zVSFIXPPvuMM2fOMHr0aGrWrMkPP/zAqFGjCAkJoWXLlurx169fT79+/Rg2bBilSpXir7/+wsvLixIlSjBp0iRKlCjBt99+y8CBA1mzZg1OTk5kZmYyePBg/vzzT8aMGUONGjWIiIhg2LBhREZG0qVLF0JDQ9m7dy8dO3YEUK/1p59+iq6uLgcPHsTb25vWrVvj7e3N/fv3WbhwIffu3SMwMDDPddixYwcTJkygY8eOjB07lvj4eJYsWcKNGzfUuSrz58/n559/ZsqUKZQpU4affvqJRYsWYWpqSqdOnV54nXP3UW4BAQGg9/zNwZ6Vs8YywIYNG4iMjMTS0pI2bdqQlZXFDz/8wJgxY5gyZYrG5m3viidPngCacWgriVU7fSixfihxgsRaWDIzM9HV1c33PUn63wGmpqbMnDkTX19fwsPDNRLtV2ViYsJXX32Fjo4Ojo6OREREkJ6ejr+/P3p6ejg7O3PgwAF18wYAPz8/FEVh79697N27F8ge1+zq6srAgQPVJQrv3r1LiRIlmDFjBo0aNQLA0dGR+Ph4dQhQtWrVMDU1xcDAIN+NIV6mUaNGDB48WH0dHR1Ns2bNWLRokbrSTdOmTTlw4AAnTpzA3d1dPU+FChXUP4eEhFC8eHHCwsIoUaIEAA4ODrRs2ZINGzbg7e1NdHQ0t2/fZufOndSuXRsAGxsbjW9Pchw9ehQLC4uXtv/atWtERkYyadIk9aYq50l5YGAgXl5e+V6jI0eO8N///pegoCDatGkDZN+MPXr0iK+++koj6a9QoQKTJk1Sr8fChQt59OgRUVFRVKxYEYBPPvmEDh064O/vz+bNm/npp584e/Ysq1atokWLFkD2rtBdu3bl2LFjDBw4EBsbG7Zt26Ym/UePHuXOnTt07twZyJ6oa2lpSVBQkNoWRVEIDQ0lKSlJ4zooioK/vz8uLi4sXLhQo+2jRo3i1KlT2NnZcfz4cZo2bYq7uzuQ/fepePHimJiYvPRavw1JSUlER0dTp04d/Pz81H84nZ2dGT9+PCEhIaxduxZ9ff1CaZ8QQgjxuiTpf0d4eHiwc+dOAgMDcXNzo1q1aq91HCsrK/WbAh0dHXUVkmcnCZcuXZpHjx6pr0uVKkVwcDA3b97k0KFDHDt2jGPHjhEWFkZkZCRhYWHY2NhQoUIF1q9fj6Io3Lhxg7i4OGJjYzl9+jTp6en/7AL8f/Xq1dN43alTJzp16kRqairXrl0jPj6eCxcukJmZ+cJzHj16FCcnJwwNDdUn9CYmJlhbWxMTE4O3tzcnT56kevXqasIPULFixXxvVqytrZk1a1a+5/Ly8tI4r6IouLi4aHwz4OrqSnh4OOfOncPR0THPMX755Rd0dXVp3rx5ns/t27ePGzduUKVKFQDq1q2rsdTnyZMnsbOzUxN+yO57d3d3AgMDSUpK4tSpUxgYGNC8eXO1jp6eHtHR0errLl26MGfOHO7evctHH31EdHQ0lpaW1K1bl5SUFC5cuMC4cePyxP5s/DliY2O5c+cOo0aN0ojH2dkZfX19YmJisLOzw9HRke+++447d+7QokULWrRowahRo/K9zrnlHi6W29mzZ3n4NO2FdXLkDAs7d+4c6enpeHl55RnK4+XlxVdffYWent47sevis96l3SDfNolVO30osX4ocYLEWliefaibmyT975A5c+bg6enJ9OnTWbdu3WsdI+ep9rOKFStWoM9WrlyZ3r1707t3b7Kysti3bx9Tp07liy++IDIyEoDt27ezZMkSbt++TenSpalfvz5FixZFUZTXam9uZcqU0XidkpKCn58f27ZtIyMjgypVqmBra4uent4Lz/nw4UN27NjBjh078rxXo0YNABITE9XVWZ5Vrlw5/v77b42yEiVKYGVl9dL2P3z4EIC2bdvm+/5ff/313M9lZmY+99uRv/76S036c1+jxMRENaZnlS1bFkVRSE5O5uHDh5iamr5wXwAPDw/mz5/Pzp076dGjB/v27WPChAnqORRFyfd6PS8egJkzZzJz5sx84wGYPn06FSpUYPv27fj5+eHn54etrS1z5szB3Ny8QOd6kwwMDADUOQzPyplDkt/8FyGEEOJdJ0n/O+Sjjz5i8uTJTJ8+nY0bN6rlOYla7mQjZwzZP/Hjjz8ye/ZsNm7cSM2aNdVyHR0dWrduzYkTJ9i8eTOQ/WR18uTJ9O/fX2PYz6JFi154Z/m89icnJ1OyZMkXtu+LL75gz549BAYG4uTkRPHixQFwcnJ64eeMjIxo3rw5/fr1y/NeTmJnYmLC+fPn87yfk7C+DmNjYyB7XHjRokXzvJ+TuOf3OWNj4+dOJH62b3IrWbIk9+/fz1Oek1ibmJhgbGyc50YGsp9sGxgYYG5ujpGREa1bt+aHH36gYsWKZGRk4OnpCWRfTyDPMZKSkjhz5kyem5Wc6zB16lTs7OzynDdn+I6BgQHe3t54e3tz69YtDh48yLJly5g4cWK+N2xvW926dSlfvjzR0dH07dsXQ8PsOQGpqals3boVExMT6tat+6+3SwghhPinZPWed4yXlxdNmzbF399fTZJzEq7bt2+r9dLT0zl37tw/Pl+dOnV4+PAh4eHh+b7/559/qkNuzpw5Q1ZWFj4+PmrCn5mZSUxMjEZCn3sCSX7tT0xMfO5qRc86deoUTk5OuLm5qQn/+fPnefDggcY5c09+bty4MVevXsXCwgIrKyusrKxo0KABq1at4qeffgKyd1mNi4vT2BztwYMHL7yBeZmcyaWJiYnqea2srLh9+zZBQUE8ffoUyHuNHBwcePz4MXp6ehqfO3fuHMuXL3/hE3oHBwdOnTqlsTJRVlYWu3fvxsrKCgMDA+zs7EhNTeXIkSNqnczMTCZOnKjxrVKXLl04f/48//nPf3B1daVUqVJA9jcd5ubmHDhwQOPc+/btY8iQITx+/FijvHbt2piamnLz5k2NeExMTPD39+fq1aukpaXRtm1bQkNDgexVc3r37o2Hh4fG35V/wthAl8zFfV/6k0NXV5dZs2YRGxuLl5cX4eHhhIWF0aVLF2JjY5k2bZqM5xdCCPFekif97yA/Pz88PT3V4SulSpXC1taW8PBwqlatSqlSpVi3bh0pKSn/OAHJWcVn7dq13Lp1i/bt21OhQgUSEhLYtm0bR48e5ZtvvgGyx7XntK9jx44kJiby7bffcunSJRRFISUlhaJFi2JsbMz9+/c5fPgw9evXx8zMjIoVKxIcHKwOP1q5cmWBhh1ZW1uze/duIiIiqFmzJpcuXVKT4JwEGrKfdp85c4YTJ05gb2/PqFGj6NatG97e3nTr1g09PT02bNhATEwMPXv2BKBDhw6sW7cOb29vxo0bR4kSJVi+fPk/Gr5hbm6Op6cn06ZN4/r169SvX58rV66wZMkSLCwsqFSpEkCea/TJJ5/QqFEjRowYwciRI6lRowanT5/m66+/xtPTM99hWzkGDhzItm3b6N+/Pz4+PpQoUYL//Oc/XL16Vd3/wcXFBWtrayZNmsTYsWOpVKkSUVFR3L17V2PZVEdHRypXrsyJEydYtWqVxnlGjx7NqFGjmDBhAh06dODOnTssXryYjh07qnHl0NXVZezYsXz++efo6OjQvHlzEhMTCQoK4vHjxzRo0AADAwOsrKwICQlBX18fMzMzrl27RnR0tDqZuTC0atWK0NBQli1blr0CEKg3jM/OiRBCCCHeJ5L0v4MqV67M+PHj8fPzU8sWLFiAn58fM2bMwMjICC8vL+zs7NQ13v+JSZMmYWVlRVRUFPPmzSMpKYmSJUtib29PVFSUOrba0dGRWbNmERYWxq5duyhbtiyOjo6EhIQwatQoTp48SbNmzejevTuHDh1i1KhRjB07liFDhhAUFMT8+fMZN24cZcuWpX///sTGxhIfH//Ctk2ZMoX09HSWLFlCWloaVapUwdvbmytXrnD48GGysrLQ0dHBx8eHJUuWMHToUHbv3o25uTnffvstS5cuZcKECRQpUgRzc3NWrVpFkyZNgOyhJeHh4cyfP5958+ZRpEgRunXrRtWqVf/REJ8FCxawYsUKNmzYwN27dylbtixeXl6MHj1arZPfNVq9ejWBgYGEhITw999/U7FiRUaMGMHw4cNfeL7y5cuzceNG/P39mT17NllZWVhaWhIWFqZOGtbV1WXt2rX4+/uzZMkSUlJSsLCwICwsTGPydJEiRWjRogV79uyhWbNmGudxc3Nj2bJlhISEMHLkSMqUKUO3bt2eO/G2e/fuGBkZsWbNGv7zn/9gZGSEg4MDvr6+lCtXDoDPP/8cExMTQkNDuXfvHmXKlMHLy4uxY8e+zqV/Y5ycnF46hEwIIYR4nxRR3tQMTCHEey8rK4u2bdvSrl27PCv1vG/Onj1LZmZmvnMKtM27tHLE2yaxaqcPJdYPJU6QWAtLzhDl/BYGkSf9QggeP35MeHg4Z86c4e7du/Tq1auwm/RW/fe//2X58uX8/vvv6OjoYGNjw9ixY19rbwkhhBDifSATeYUQFC1alO+++45Lly7x5ZdfqhO1tdHx48cZOnQojx8/Zty4cYwaNYr4+Hj69OnzRibHCyGEEO8iedIvRAEpivLCVXTe53Pq6+vz888/v/XzvAvmz59PxYoViYyMVCeTd+zYEXd3dwICAp67bKoQQgjxPpMn/eKN6tu3LxYWFhrLYD6rQYMGBAcH/ytt2b9/P/3798fe3h4rKytatWrFF198QUJCwisf68yZMy+dUPumrVy5krVr176RY/Xt21djlR5XV1fMzMw0furXr4+DgwO9evVSlzUFuHHjBmZmZmzbtu2NtKUwJSYmcunSJdq2bauxelTZsmVxcHDgzJkzhdg6IYQQ4u2RJ/3ijcvIyGDatGlERUWhp1c4f8WioqKYOXMmvXr1YsCAARQtWpQ//viD1atXc/DgQTZt2kTp0qULfLxNmzZx5cqVt9fgfAQGBuLt7f3Wju/q6qpxI5ORkcH169dZvXo1I0eOZNOmTZibm1O+fHkiIiKoVq3aW2vL2/I4LRPd8esByFzcFyMjI3bv3p3vcrF///13nv0ThBBCCG0hSb9444yNjblw4QKrV69+q0nri6xYsYIOHTowa9YstczJyQkHBwc6duzIpk2bGDJkSKG07V1hamqaZ+Kqvb09NjY2tGvXju3bt2Nubo6BgYHWTHDV1dWlRo0aecovXbrE6dOn8yxTKoQQQmgLGd4j3jhLS0s8PDxYtmzZc3fdfd6QkSlTptCqVSv1taurK8uWLcPPz4/GjRtjb2/P3Llzefr0KQsXLsTR0RFHR0emT59Oamqq+rmEhIR8N9mqX78+U6ZMwdLSUi178OABs2fPxsXFBUtLSxo3boyPjw83b95U27Rp0yZu3ryJmZkZW7Zs4dixY5iZmXHy5EmN4+ceRmNmZsbXX39N586dsbe3V8eLHzt2jEGDBuHg4IClpSVubm6EhISobTYzMyMzM5OQkBCNJcAuX77M0KFDsbW1xc7OjjFjxmjsxAtw69YtPvvsM+zs7GjatOkrj1E3NjYGUOcS5O6rLVu2YGVlxenTp+natStWVla4uLioO+vmuH37Nj4+Ptjb2/Pxxx+zePFipk6dSt++/7cD7pEjR+jWrRu2trY4ODgwcuTIAu3U/CYlJyczefJkAIYNG/avnlsIIYT4t8iTfvFWzJgxg5iYGKZNm8bGjRvR0Xn9+8s1a9bg4uJCYGAgP//8M2vWrCEmJgZzc3P8/f05efIkK1asUHcXBmjevDnbt2/n6dOnuLu7Y29vT/ny5YHsHWxzKIrCkCFDSE5OZsKECZQtW5bLly+zdOlS5syZow51SUxM5LfffiMkJIRq1arxxx9/FLj9y5Ytw9fXl5o1a1K9enV+//13Bg0ahLu7O0uXLiUrK4sdO3YQHBxMrVq1cHd3JyIigl69etGpUye6du0KwLVr1+jZsyd16tThq6++Ii0tjeDgYHr37s3WrVsxNjbmyZMn9OnTBz09Pfz8/NDR0SEoKIj4+Hjs7e012qUoChkZGerr9PR0/vzzTxYtWoSenh4eHh7PjSkjIwNfX18GDRrE+PHjiYqKYuHChdSvXx8nJyfS0tIYMGAA6enpzJkzBz09PYKCgrh+/br6rcH169cZOXIkXbp0wdfXl8TERAICAhg+fDh79+596QTm3PHkFhAQAHqG6uucdZSflZqayty5c7l06RJeXl6UKlUq33rvuidPngD5x6htJFbt9KHE+qHECRJrYcnMzHzuUFVJ+sVbYWpqysyZM/H19SU8PFwj0X5VJiYmfPXVV+jo6ODo6EhERATp6en4+/ujp6eHs7MzBw4cUDekAPDz80NRFPbu3cvevXsBqF69Oq6urgwcOFBdkvLu3buUKFGCGTNm0KhRIyB75+H4+Hg2bdoEQLVq1TA1NX3tYS6NGjVi8ODB6uvo6GiaNWvGokWL1MS2adOmHDhwgBMnTuDu7q6ep0KFCuqfQ0JCKF68OGFhYZQoUQIABwcHWrZsyYYNG/D29iY6Oprbt2+zc+dOateuDYCNjY3Gtyc5Nm/ezObNmzXK9PT0sLKyIjQ0lAYNGjw3pqysLHx8fOjSpYsa4969ezl48CBOTk5s376duLg4tm3bpn5T0bBhQ1q2bKke49y5c6SkpDB8+HC1PypWrMj+/ftJTk7GyMiowNf4dSQlJeHn58fFixdp2bKlxjcQQgghhLaRpF+8NR4eHuzcuZPAwEDc3NxeeyKolZWV+k2Bjo4OJiYmNGjQQGOScOnSpXn06JH6ulSpUgQHB3Pz5k0OHTrEsWPHOHbsGGFhYURGRhIWFoaNjQ0VKlRg/fr1KIrCjRs3iIuLIzY2ltOnT5Oenv7PLsD/V69ePY3XnTp1olOnTqSmpnLt2jXi4+O5cOECmZmZLzzn0aNHcXJywtDQUH1Cb2JigrW1NTExMXh7e3Py5EmqV6+uJvyQnUjnd7Pi5uamzrmIi4vD39+fChUqEBwcTLly5V4aV85NEoCBgQGmpqY8ffpUbWuNGjU0hiZVqFABW1tb9bWNjQ2GhoZ4eXnRtm1bmjdvjqOjI9bW1i89N5BnaFVuZ8+e5eHTNPX1s21JSEhg8uTJXLx4ke7du/P555//68uxvknv0m6Qb5vEqp0+lFg/lDhBYi0szz4AzU3G9Iu3as6cOejr6zN9+nQURXmtY+Q81X5Wfquv5Kdy5cr07t2boKAgfvnlF4KDgylSpAhffPGFWmf79u24uLjg5uaGr68v+/fvp2jRoq/d3tzKlCmj8TolJYXp06djZ2dHx44dWbRoETdv3kRPT++F53z48CE7duzAwsJC4+f48eP89ddfQPaSlKampnk+m18Sb2JigpWVFVZWVnh6erJmzRouXrzIsGHDSEtLy1M/t9x9oKOjo85J+Pvvv1/ajipVqrBhwwZsbGzUidVNmzYlICDgjV37/CQlJTF48GAuXrzIgAEDmDt37nud8AshhBAFIU/6xVv10UcfMXnyZKZPn87GjRvV8pwkK/dk25xxcf/Ejz/+yOzZs9m4cSM1a9ZUy3V0dGjdujUnTpxQh7WcPHmSyZMn079/f41hP4sWLXrh3fLz2p+cnEzJkiVf2L4vvviCPXv2EBgYiJOTE8WLFweyVxd6ESMjI5o3b06/fv3yvGdgYABkJ/Lnz5/P8/7Dhw9feGyAOnXqMHr0aBYtWkRISAi+vr4v/czzlC9fntOnT+cpz71HgrW1NSEhIaSlpXHq1CkiIiJYsWIFDRo0oE2bNq99/heZO3cuFy9epF+/fkydOvWtnEMIIYR418iTfvHWeXl50bRpU/z9/dUkOWe89u3bt9V66enpnDt37h+fr06dOjx8+JDw8PB83//zzz/VITdnzpxRx6fnJPyZmZnExMRoJPS5J8Xk1/7ExMQCrTxz6tQpnJyccHNzUxP+8+fP8+DBA41z5p783LhxY65evYqFhYX6hL5BgwasWrVK3Uzr448/Ji4uTmNztAcPHrzwBuZZ/fv3p169eoSGhvLnn38W6DP5cXBwIC4uTmNvg4SEBI12rF+/HldXV9LS0jAwMMDJyQk/Pz9A87r+E8YGumQu7kvm4uzx+levXmXbtm0YGxtTv359tm3bludHCCGE0EbypF/8K/z8/PD09FSHbZQqVQpbW1vCw8OpWrUqpUqVYt26daSkpKCvr/+PzpWzis/atWu5desW7du3p0KFCiQkJLBt2zaOHj3KN998A6COH/fz86Njx44kJiby7bffcunSJRRFISUlhaJFi2JsbMz9+/c5fPgw9evXx8zMjIoVKxIcHKwOP1q5cmWBhh1ZW1uze/duIiIiqFmzJpcuXWL58uUUKVJEHRMPULJkSc6cOcOJEyewt7dn1KhRdOvWDW9vb7p164aenh4bNmwgJiaGnj17AtChQwfWrVuHt7c348aNo0SJEixfvjzf5Uvzo6enx7Rp0xgwYADz589n1apVr3LpVZ9++ikrV67E29ubsWPHYmhoyNdff01aWpr6LcnHH3/MokWLGDVqFH369EFXV5fvvvsOQ0NDXFxcXuu8L3P8+HEAHj9+/Nyn/B06dHgr5xZCCCEKkyT94l9RuXJlxo8frz7JBViwYAF+fn7MmDEDIyMjvLy8sLOzY8uWLf/4fJMmTcLKyoqoqCjmzZtHUlISJUuWxN7enqioKMzNzYHslXpmzZpFWFgYu3btomzZsjg6OhISEsKoUaM4efIkzZo1o3v37hw6dIhRo0YxduxYhgwZQlBQEPPnz2fcuHGULVuW/v37ExsbS3x8/AvbNmXKFNLT01myZAlpaWlUqVIFb29vrly5wuHDh8nKykJHRwcfHx+WLFnC0KFD2b17N+bm5nz77bcsXbqUCRMmUKRIEczNzVm1ahVNmjQBsof5hIeHM3/+fObNm0eRIkXo1q0bVatWLdAQH8geZtSmTRt+/PFHDh48SN26dV/5+uvr6xMaGoqfnx/Tp0+nWLFi9OrVC0NDQ/Xbjbp167Jy5UqCg4Px9fUlMzMTS0tLQkNDqV69+iufsyB69uyp3iAJIYQQH5IiytucMSeE+CD98ccf/PnnnxpLhWZkZPDJJ5/g4eHxr4ylP3v2LJmZmdjZ2b31cxW2d2nliLdNYtVOH0qsH0qcILEWlpxhtPmt2idP+oUQb1xSUhI+Pj4MGDCATz75hNTUVCIjI3n06BHdunUr7OZpmDFjBnFxcaxfv76wmyKEEEK8NTKRVwjxxtna2rJ48WKOHz+Ot7c3vr6+pKSksGHDBo09BApbVFQUUVFRhd0MIYQQ4q2TJ/1CiDwURfnHa9d7eHjg4eHxhlr0ZmVmZrJ8+XJCQkIKuylCCCHEv0Ke9AtV3759sbCw0Fju8VkNGjQgODj4rbfDzMxM46dBgwY0adIEX19fbt68+dLPBwcH06BBgxfWOXbsGGZmZi/d1fVV3bhxAzMzs0Jf+tHV1ZXp06fnKc/IyKBp06aYmZkRGxub72dXrlzJ2rVr33YTC01qaiqdOnUiODiYDh06qEu1CiGEENpMkn6hISMjg2nTppGRkVGo7ejevTsRERFEREQQHh7OpEmTuHDhAgMGDHjpbrFdu3bV2AhM/J/Dhw+TnJxM1apViYyMzLdOYGCgxtKh77PHaZnojtccq5+amkpSUhIBAQEsXLgQPT35wlMIIYT2k6RfaDA2NubChQusXr26UNtRoUIFGjZsSMOGDXFwcKBjx47MmzeP+Ph4YmJiXvpZGxubf6ml75ctW7bQuHFjPDw8iI6OfukNlDYyMjJiz549uLu7F3ZThBBCiH+NJP1Cg6WlJR4eHixbtuy5u8s+bwjLlClTNJZodHV1ZdmyZfj5+dG4cWPs7e2ZO3cuT58+ZeHChTg6OuLo6Mj06dNJTU19adtKliwJoI41z2nHN998Q5s2bXB0dOT777/Pd3jPd999R5s2bbC2tqZPnz7cunUrz/H37dtHhw4dsLa25tNPP+XIkSM0aNBAY9+AmzdvMnbsWBwcHGjYsCGDBw/W2HU2x927d/Hx8cHW1lbdC+DJkycadSIjI3F3d8fS0hJXV1dWrVpF7hV0IyIi6Ny5Mw0bNsTa2ppOnTrx448/atS5dOkSAwcOxNbWFhcXF7Zv357v9Xvw4AGHDx+mRYsWtG/fnocPH7J7926NOmZmZmRmZhISEqKx9NjZs2cZOHAgDg4OODg4MGbMGG7cuKG+v2XLFmxtbTl27BidOnXCysqKTz/9lNOnT3P27Fm8vLzU6/rLL79otGn8+PE0bdoUa2trOnTowNatW/Nt/5uio6MjT/eFEEJ8cOR/PpHHjBkziImJYdq0aWzcuBEdnde/N1yzZg0uLi4EBgby888/s2bNGmJiYjA3N8ff35+TJ0+yYsUKdRfdHFlZWeoQo6ysLG7duoW/vz+1atXCyclJ4xwBAQHMnj2bYsWK4eDgkOdmZcOGDfj5+dGvXz9atGjBL7/8wsyZMzXqxMTE4OPjQ9u2bRk/fjwXL17Ex8eHzMxMtc6DBw/o2bMnxYsXZ86cORgaGrJmzRp69epFdHQ0lStXVusuXbqUfv36sWzZMk6fPk1QUBAlS5ZkwoQJQPa4+YCAAPr374+zszO//fYbQUFBPHjwgClTpgCwbt06FixYwOjRo7G1tSUxMZHVq1czfvx4GjZsyEcffcTdu3fp06cPNWrU4KuvviIpKQl/f38SEhLy9EXOzUC7du0wNTXFxsaGiIgI2rdvr9aJiIigV69edOrUia5du6rXZsiQITRt2pSFCxeSnJxMcHAwPXr0YOvWrZQtWxbIHjYzZcoURo8ejYmJCfPmzWPMmDHo6+szYsQITE1NWbJkCb6+vhw6dAhDQ0MmTpxIQkICn3/+OUZGRmzbto3JkydTsWJFHB0dX/h3y97e/oXvBwQEgJ4h8H9rKOcnPT2dJ0+evLDOuy7nhvJ9jqGgJFbt9KHE+qHECRJrYcnMzERXVzff9yTpF3mYmpoyc+ZMfH19CQ8PZ+DAga99LBMTE7766it0dHRwdHQkIiKC9PR0/P390dPTw9nZmQMHDqibSeQIDg7OM2nY0NCQ0NBQDAwMNMrbtWtH586d8z2/oigsW7YMDw8PdWJrs2bNSEpK4rvvvlPrff3111hYWGQnikDz5s3R0dHB399frRMeHk5iYiKRkZFUqFBBPVarVq1Yvnw58+bNU+u6u7urybuTkxNHjhzh6NGjADx+/Jjly5fTu3dvdZOqZs2aUbx4cRYuXEi/fv2oVKkSN27cYMiQIYwYMUI9buXKlencuTOnT5+mXbt2fPPNN2RmZrJ69WpMTEwAqFmzZr5r4W/ZsoVPPvkEU1NTADp37szs2bO5cuUKderUAf5vM4+c4VUAixcvpnbt2qxcuVK9AbSzs6NNmzasXbuWyZMnA9n/0Pj4+NCpUycAYmNjWbhwIV988QVeXl5qndGjRxMXF0e9evU4fvw4o0aNomXLlgA0btyY0qVLo6+vn29/CiGEEOL1SNIv8uXh4cHOnTsJDAzEzc2NatWqvdZxrKys1ERRR0cHExMTGjRooDG8onTp0jx69Ejjcz179qRLly5AdqJ4584dwsPDGTx4MOHh4Ro7zdWrV++554+NjSUhIQE3NzeN8nbt2qlJf1paGmfOnGHs2LEaddzd3TWS/l9++QULCwvKli2rfguhp6dH06ZN88wzyP0UukqVKvz6668AnDlzhqdPn+Lq6qoxYdrV1ZX58+dz9OhROnfuzLRp0wB49OgRsbGxxMXFcezYMSD76TTAqVOnaNSokZrwA9jY2FCpUiWN858/f57Lly8zZMgQ9Vo7Ozujr69PREREviv9QPbTi99//50xY8ZofONTqVIl7O3tOX78uEb9Z+dSlClTBtDcFbB06dJqTACOjo4EBwdz4cIFnJ2dadGihXoT8TIvW3np7NmzPHyaPWfhRbsk6uvrU7x48XdiJ8XX9S7tBvm2Saza6UOJ9UOJEyTWwpL7IeqzJOkXzzVnzhw8PT2ZPn0669ate61jlChRIk9ZsWLFXvq58uXLY2VlpVHm7OzMJ598wvLly1m5cqVanpNc5icxMRFAfbqdo1y5cuqfHz58SGZmpkbinLtOTr24uDgsLCzynCf3k+ncMero6JCVlaUeB9AYzvSsv/76C4D4+HhmzZrFL7/8gr6+PrVq1cLc3BxAHfufmJhI9erV8xwjd9tz5iVMnDgxT91t27Yxfvx4ihYtmue9x48foyiKOoTnWWXKlMkzNyK//s7vuDkCAgJYsWIFP/zwAz/++CM6Ojo0adKEuXPnagyXEkIIIcQ/I0m/eK6PPvqIyZMnM336dI0lMHMm0uYksTlyT1R900qUKEH16tWJi4sr8GdyEvn79+9rlOck3pCdvOrr6/PgwQONOrnHxRsZGfHxxx+r4/Jfl7GxMZCd8FatWjXP++XLlycrK4thw4ZhaGjIpk2bqF+/Pnp6ely5ckVjArWJiUm+4/efjS8tLY1du3bRtm1bevXqpVHvf//7H/PmzWP37t107Ngxz3GMjIwoUqRInusHcO/evTw3Sq/K2NiYiRMnMnHiRGJjY9m/f786+XvFihX/6NhCCCGE+D+yeo94IS8vL5o2bYq/v7+a5BsZGQFw+/ZttV56ejrnzp17q21JSkri6tWr1KhRo8CfqVGjBhUrVsyzSs3BgwfVP+vq6mJra8v+/fs16uzbt0/jdePGjbl27Rq1a9fGyspK/YmMjGTXrl0FbpONjQ36+vr89ddfGsfJyMggICCAe/fu8ffff3Pt2jW6deuGlZWVOhzqp59+Av7vSf/HH3/MqVOnuHfvnnr8K1eucP36dY04Hj58SM+ePdUVk3J+evXqRbly5TTmNzw7jKdEiRJYWFjw/fffa9zk3b59m9OnT9OoUaMCx53bnTt3aNGihdo3tWrVYujQoTRp0kTj79Y/YWygS+bivm/kWEIIIcT7TJ70i5fy8/PD09NTTTRLlSqFra0t4eHhVK1alVKlSrFu3TpSUlLe2ATMO3fuaIxLe/DgAWvXriU1NZXBgwcX+DhFihRhwoQJjB8/nlmzZtG6dWvOnj2bZ/Ouzz77jP79+zN+/Hg6duzI1atXCQoKAv4vCR44cCBbt25l0KBBDBgwgJIlS7J161a2bdvG/PnzC9wmU1NTBg0aREBAAElJSdjZ2XHr1i0CAgIwNjambt26GBoaUrlyZdatW0f58uUxMjLiv//9rzrMKudblf79+7Np0yYGDRqEj4+PeuPwbD9s2bKFcuXK0bhx4zxt0dXVxdPTk7CwMC5fvoyZmRklS5bkzJkznDhxAnt7e8aNG8fQoUMZMWIEPXv2VFfvMTIyYsCAAQWOO7cKFSpQuXJl5s2bR1JSEtWqVeP8+fMcPnyYkSNHvvZxhRBCCJGXPOkXL1W5cmXGjx+vUbZgwQIsLS2ZMWMGU6dOxcLCgv79+7+xc0ZERNC9e3e6d+9Ojx49mDx5Mnp6eqxevRoHB4dXOpanpycBAQGcPn0ab29vDh48yNy5czXqODo6EhAQwMWLF/H29mbLli3qyjrFixcHsoc7fffdd5QvX56ZM2cycuRIrly5wpIlS9RJxwU1btw4JkyYwK5duxg6dCgBAQE4Ozuzbt06DA2zl5lctmwZ5cuXZ9KkSYwdO5Zff/2V5cuXU6tWLU6dOgVkD+/ZuHEjlStXZvLkycyfP5/evXurY//v3r1LTEwM7dq1e+7SqznDeiIiIgDw8fHht99+Y+jQody9e5dmzZqxdu1aHj16xJgxY/Dz86NBgwZs2rSJ8uXLv1LcuQUHB+Ps7ExgYCCDBg1i48aN+Pj4aKxY9LYdOHCA9evXv7yiEEII8R4rouTeDUiID9D+/fupXLmymiwDHD58mGHDhrFt2zaNcvF+OHv2LJmZmdjZ2RV2U966d2nliLdNYtVOH0qsH0qcILEWlpxREs+unJdDhvcIQXaCv3//fiZMmEDVqlW5fv06QUFBNG7cWBJ+IYQQQrz3JOkXApg6dSoGBgYEBQVx7949ypQpQ6tWrfKs3S+EEEII8T6SpF8IstfVnzFjBjNmzCjspgghhBBCvHEykVcIIYQQQggtJ0m/EEIIIYQQWk6SfiGEEEIIIbScJP1CCCGEEEJoOVmnXwihlXI2MNPV1S3klrx9mZmZgMSqbSRW7fOhxAkSa2HJaUt+e9TIk34hhFbKzMwkKyursJvxr3jy5AlPnjwp7Gb8KyRW7fShxPqhxAkS67tInvQLIbSSvb09ACdPnizklrx9Eqt2kli1z4cSJ0is7yJ50i+EEEIIIYSWk6RfCCGEEEIILSdJvxBCCCGEEFpOkn4hhBBCCCG0nCT9QgghhBBCaDlJ+oUQQgghhNBykvQLIYQQQgih5WSdfiGEEEIIIbScPOkXQgghhBBCy0nSL4QQQgghhJaTpF8IIYQQQggtJ0m/EEIIIYQQWk6SfiGEEEIIIbScJP1CCCGEEEJoOUn6hRBCCCGE0HKS9AshtM7OnTvx8PDA2tqadu3asXXr1sJu0huRkZGBtbU1ZmZmGj+2trZqnZ9//pkuXbpgY2ODq6sroaGhhdjiV3fx4kUsLCy4c+eORnlB4vrtt9/o27cvtra2NGvWjCVLlpCenv5vNf2VPS/WVq1a5eljMzMzHjx4oNZ512PNyspi48aNfPrpp9ja2tKyZUu+/PJLkpKS1Dra0qcFiVUb+hRAURS++eYb2rRpg7W1Ne3bt2fHjh0adbSlXwsS6/vWr3qFclYhhHhLfvjhByZMmEC/fv1wdnZm3759TJ48maJFi9K2bdvCbt4/cu3aNVJTU1m4cCE1atRQy3V0sp/fnD59mhEjRtCuXTvGjBnDqVOnWLRoEYqiMHjw4EJqdcHFxsYyfPhwMjIyNMoLEldcXBwDBgzA1taWpUuXcvXqVQICAkhKSmLWrFmFEc4LPS/W5ORkrl+/zvjx42ncuLHGeyVLlgTej1jXrFnD0qVLGTx4ME5OTly7do2goCCuXLnC2rVrtapPXxartvQpwMqVKwkKCsLHx4eGDRvy008/MWHCBHR1dXF3d9eqfn1ZrO9lvypCCKFFWrZsqYwdO1ajbMyYMUrbtm0LqUVvzvbt2xVzc3PlyZMn+b7fv39/pWvXrhplixYtUuzt7ZXU1NR/o4mvJT09XdmwYYNia2urNG7cWKlXr55y+/Zt9f2CxDVt2jSlRYsWGnF+++23Sv369ZU7d+78O4EUwMtiPXXqlFKvXj3lypUrzz3Gux5rVlaW4uDgoMyZM0ejfNeuXUq9evWUCxcuaE2fFiRWbehTRVGUtLQ0xcHBQZk7d65GeZ8+fZSePXsqiqI9v6sFifV97FcZ3iOE0BrXr18nPj6e1q1ba5S3adOG2NhYrl+/XkgtezMuXrxItWrVKFasWJ73UlNTOXnyZL6xP3r0iNOnT/9bzXxlp06dwt/fn0GDBjFhwgSN9woa15EjR3BxccHAwECt07ZtWzIzM/n555/ffhAF9KJYIbuPDQ0NNb7Jye1djzU5OZn27dvj6empUV6rVi0A/vjjD63p05fFGh8frxV9CqCrq8v69esZNmyYRrm+vj6pqala9bv6sljh/fxdlaRfCKE1YmNjAahZs6ZGefXq1YHs4THvs8uXL2NgYMDgwYOxtbXFwcGBWbNmkZSUxPXr10lPT38vY69duzb79u3js88+Q1dXV+O9gsT19OlTbt++naeOqakpRkZG71TsL4oVsvu4dOnS+Pr6Ym9vj62tLePGjePevXsA70WsRkZGzJgxAzs7O43yffv2AdCgQQOt6dOXxVqnTh2t6FPIHkZoZmbGRx99hKIo3L9/n1WrVhETE0P37t216nf1ZbHC+/m7KmP6hRBa4/Hjx0D2f8TPKlGiBIDGxLr30aVLl0hKSqJr166MGDGC8+fPExwczLVr1/D19QXez9jLli373PcK0qfPq5NT712K/UWxQnYf379/n7p169K3b19iY2MJCgqiX79+REdHv1exPuvXX39l1apVtGzZUuv6NLdnY61du7ZW9umePXsYPXo0AJ988gnt27fn4sWLgPb1a36xwvv5uypJvxBCayiKAkCRIkXyLc+Z8Pq+CggIoFSpUpiZmQHg4OBAmTJlmDhxIkeOHAHyxp7jfY39eX2aQ0dH54V1FEV5r2KfMWMGiqJgY2MDgL29PbVr16ZXr15s376dFi1aAO9XrKdOnWLEiBFUqVKFefPmqU84tbFPc8cK2tmnDRo0YMOGDVy+fJnAwECGDRvG2LFjAe3r1/xiXbdu3XvZr5L0CyG0hrGxMZD3qXZycrLG+++r3CtEQPaTp2fljj3n9fsa+/P69Nm4cp6k5ffk7MmTJ+9V7NbW1nnK7OzsMDY25tKlS3h4eADvT6zff/89U6ZMoUaNGqxZswYTExPu378PaF+f5hcraF+fAlStWpWqVavi4OCAkZERkydPVhN6bevX/GI9c+aMxlLJOd71fn33bqmEEOI15YydjI+P1yiPi4vTeP99lJCQQFRUVJ7JyCkpKQCUKVMGXV3dPLHnvH5fY69WrdpL4ypRogQfffSR2s85EhISSEpKem9if/LkCZs3b+bSpUsa5YqikJ6ejomJyXsVa1hYGL6+vjRs2JBvv/2W8uXLA9rZp8+LVZv69OHDh2zdupW7d+9qlDdo0ACAGzduaE2/vizWP//8873sV0n6hRBao3r16lSpUoXdu3drlO/Zs4caNWpQqVKlQmrZP1ekSBFmzZrFhg0bNMq///57dHV1adKkCfb29uzZs0d94gbw448/YmxsjKWl5b/d5DfC0NCwQHE1bdqUgwcPkpaWplFHV1c3329I3kWGhoYsXLiQkJAQjfL9+/eTkpKixvE+xBoVFcWCBQto164da9as0XiqqW19+rJYtaVPs7KymDJlChERERrlOUMLraystKZfXxarjY3N+9mv/9rioEII8S/YvHmzUq9ePeXzzz9XDh8+rMyePVupV6+esmvXrsJu2j/m5+en1K9fXwkKClJiYmKU4OBgxcLCQpk3b56iKIoSExOjmJmZKWPGjFEOHTqkBAQEKGZmZsqqVasKueUFl9N/z65dX5C4rly5olhZWSn9+/dXDhw4oISGhiqWlpbK7NmzCyGKgskv1tDQUKVevXqKn5+fcuTIESUsLExp1KiR4u3trdZ512O9f/++YmNjo7i4uCgnTpxQzpw5o/GTkJCgNX1akFi1oU9zfP7554qFhYWycuVK9d8gS0tLZfr06YqiaNfv6stifR/7VZJ+IYTW2bhxo9KqVSvF0tJSadeunRIdHV3YTXoj0tLSlFWrVilt2rRRLC0tFTc3N2XlypVKZmamWmfPnj2Kp6enYmFhobi6uipr164txBa/uvwSYUUpWFwnTpxQunbtqlhaWirOzs7K4sWLlbS0tH+r6a/sebFGRkYqnp6eirW1teLs7KwsWrRIefr0qUaddznW6OhopV69es/92bp1q6Io2tGnBY31fe/THDn/BrVu3VqxtLRUWrZs+Vr/BmlLrO9bvxZRlGe+gxFCCCGEEEJoHRnTL4QQQgghhJaTpF8IIYQQQggtJ0m/EEIIIYQQWk6SfiGEEEIIIbScJP1CCCGEEEJoOUn6hRBCCCGE0HJ6hd0AIYQQ4l0WHBycZ+fN3LZu3Ur9+vXfyvkTEhIoVqwYxYsXfyvHfxVTpkwhOjqay5cvF3ZTXklSUhJpaWmYmpoWdlOEKDSS9AshhBAFMGLECGrVqpXve5UqVXor5zx8+DATJkwgOjr6nUj6u3fvjpOTU2E345WcP38eb29v/P39cXR0LOzmCFFoJOkXQgghCqBJkyb/etJ47tw5Hj169K+e80VsbW2xtbUt7Ga8kv/973/89ddfhd0MIQqdjOkXQgghhBBCy0nSL4QQQrxBZ86cYeDAgepT8UGDBnHu3DmNOoqisHHjRry8vLC1tcXKyoq2bduyatUqFEUBssfP58wlcHNzo2/fvgD07dsXV1fXPOfNXd63b18GDx5MQEAAtra2ODk5qWPxr1y5wqhRo7C3t8fGxoYePXrw3//+96WxTZkyBTMzM43Xnp6enDp1iu7du2NtbY2bmxvR0dGkp6ezePFimjZtSuPGjRk7dix///23RvsGDBjAgQMHcHd3x9ramo4dO/Ljjz/mOe/ly5cZOXIk9vb2WFtb061bN/bt25cn/tzx+vj4MHXqVAD69euncX1++eUXhgwZgqOjIxYWFjg7OzNr1iyNb1amTJlC27ZtOXfuHH369MHGxoYmTZowb948UlJSNM5/9+5dpk2bRrNmzbC1taVLly552njnzh0mTZrExx9/jJWVFR07dmT79u0vve5CvAkyvEcIIYQogMePH/PgwYM85cbGxujr6wNw5MgRhg8fjrm5OWPGjCEtLY0tW7bQu3dvwsLCsLe3B2Dp0qWsWLGCTp060a1bN5KTk9m6dSuLFy+mXLlydOrUie7du5OUlMTevXuZOnUqdevWfeU2nz59mri4OCZOnMiNGzeoU6cOly9fplevXpQtW5bhw4ejr6/Pzp07GTZsGIsXL8bd3f2VznHv3j1GjBhB165dad++PevWrWPatGns2LGDx48fM3LkSK5evcq3335LsWLF+PLLL9XPXr16ldGjR9OlSxd69OjB1q1bGT16NP7+/nz66adA9hCnfv36YWRkxMCBAylRogTbtm1j1KhRzJo1i969ez833vbt22NiYkJERAQjRozAysoKgJ9//pmhQ4fSqFEjRo8eTZEiRThy5AgRERGkp6drtPHBgwcMHjyYdu3a0b59e3766SfWr1+PgYEBkyZNAuDhw4d069aNhw8f0rt3b6pWrcrOnTv57LPPCAkJoWXLlty9e5euXbuiKAp9+/alVKlS7N+/n4kTJ/LXX38xZMiQV+5fIV6JIoQQQojnCgoKUurVq/fcn6NHjyqKoiiZmZmKm5ub0qNHDyUjI0P9fHJystKqVSulQ4cOiqIoSlpamtKoUSNl3LhxGud5/PixYmlpqQwfPjzPua9fv66W9enTR3FxccnTztzlffr00Wjfs+UtW7ZUkpOT1bL09HSlV69eSpMmTZTU1NTnXovJkycr9erVy/N6/fr1atmhQ4eUevXqKS4uLhrH6tGjh9KsWbM87QsLC1PLnj59qrRq1Upp1qyZkpmZqSiKonTt2lVp2LChcvv2bbVeSkqK0qlTJ8Xa2lpJSEh4YbybN2/OUz548OA87VMURenWrZtia2ubJ75169Zp1GvXrp1GLIsWLVLq1aunnDx5UqONLVu2VLp06aIeq3Hjxsrdu3c1juXr66tYWloq9+/fV4R4m+RJvxBCCFEAkydPxtzcPE95TtmFCxe4fv06PXv2JDExUaOOi4sL33zzDXfu3KFChQrExMSQnp6uUefvv//GyMiIJ0+evLE2Fy1aFAcHB41zHD9+nL59+5KSkqIxRKVVq1Z8+eWX/Pbbb9jZ2b3SeVq1aqX+uUaNGgA4OztjYGCgllepUoUzZ85ofM7Y2JhevXpptLdnz54sWLCA8+fPU6lSJX799Vd69uxJhQoV1HqGhoYMHjwYX19fYmJi8PT0zDfe51m5ciWPHj3SaN+Lrn+7du00Xpubm7N792719aFDh7CwsNC4boaGhqxatQpDQ0OysrLYt28fjo6O6OnpaXxj1Lp1a3bu3MmRI0do3779S9suxOuSpF8IIYQoAAsLixeu3hMfHw/AokWLWLRoUb51bt++TYUKFdDX1+fQoUPs37+fa9euERcXp94oKP9/TP+bULp0aXR0/m/63vXr1wFYv34969evf24bX1WZMmXUP+vq6uYpyynPHVu1atU0Em+A6tWrA3Dz5k21fs2aNfOcs3bt2gDcunVLLcsd7/Po6upy/fp1AgMDuXLlCvHx8dy9e/e59XOv729gYEBmZqb6+ubNm/nOs8hpd0JCAo8fP2bfvn15xvnneJ3rLsSrkKRfCCGEeAOysrIAGDNmDA0bNsy3Tq1atVAUhYkTJ7Jz507s7OywtbWle/fuODg40L9//9c+/7NJaI6cBDx3nd69e9OyZct8j1OnTp1XPreeXt50okiRIi/9XM5ciGflXMf8bhLyq/fsMXLH+zzfffcds2fPpmbNmtjb29O6dWtsbGxYv349O3bsyFP/ZTcSmZmZL4w357q3adOGHj165FunatWqBWq7EK9Lkn4hhBDiDahcuTIAxYsXp0mTJhrvnTt3jsTERIoWLcrJkyfZuXMnI0eOZMyYMWqdjIwMHj58+NLkT0dHh7S0tDzl9+/fL3AbdXV187TxypUr3Lhxg2LFir30OG/KjRs3UBRFI2H+888/gewn/jlP2GNjY/N89tq1awAaw34KIjU1lQULFuDo6EhoaKjGDUtgYOCrhgBkb86W803Ps6Kjozl16hSzZs2iWLFiZGRk5Lnut27d4sKFC//qdRcfJlmyUwghhHgDLC0tKVeuHOvXryc5OVktT0pKYuzYsUydOhVdXV0ePnwI5H2iHhkZydOnT8nIyFDLcp4wP/vEu2zZsiQkJGgMRzl//jxxcXEvbWP58uWxtLQkOjpa4/Pp6elMmzaN0aNHa5z/bbt//z4//PCD+vrp06ds3LiRGjVqYGZmRrly5bC0tGT79u3cuXNHrZeWlkZYWBgGBgY0bdr0hefIuYY53wykpKTw9OlTatSooZHwX7x4kePHjwO88jVo3rw5v/32G+fPn1fL0tPTWbt2LefPn8fAwIDmzZtz+PBhLl26pPHZBQsWMGrUKI3lTIV4G+RJvxBCCPEG6OvrM3PmTMaOHUvnzp3x8vLC0NCQqKgobt26hb+/P3p6etja2mJkZMSXX37JrVu3KFmyJMeOHeP777/H0NBQ44Yh50n3mjVraN68OW5ubnh6erJz506GDh1Kz549SUhIYP369dSoUSPP5OD8zJgxg/79+9OlSxd69uxJ6dKl2bVrF7/++ivjx4/HxMTkrV2j3PT19Zk6dSq///475cuXZ/Pmzdy9e5cVK1bkaa+Xlxc9e/akRIkSbN++nd9//50ZM2ZQsmTJF54j5xpu3LiR+/fv8+mnn2JjY8OWLVswMjKiZs2a/PHHH0RFRak3CMnJyZQqVarAcQwfPpzdu3fTv39/+vTpQ/ny5dm1axdXr15l7dq1AEyYMIFjx47Ru3dvevfuTaVKlTh06BAHDx6ke/fur7UkqxCvQpJ+IYQQ4g1p06YNoaGhLF++nGXLlqGjo0PdunVZvnw5Li4uQPaT+lWrVuHv78+yZcswMDCgZs2aLFmyhHPnzrFu3Tru379P2bJl8fDwYM+ePWzZsoXjx4/j5uaGi4sLs2bNYt26dXzxxRfUrFmTOXPmcOLECQ4dOvTSNtra2rJx40aCg4MJCwsjIyODmjVrsmDBAjp16vSWr5Cm8uXLM23aNBYuXMi9e/ewsLAgLCxMYwWenPYGBQURGhpKVlYW5ubmfP3118+dl/AsJycn2rVrx8GDBzl69CitW7cmMDCQL7/8ks2bN5OWlkblypUZNmwYtWvXxsfHh6NHj9KmTZsCx1G2bFkiIyNZvHgx3333HWlpaZibmxMaGoqTkxOQPWk5MjKSoKAgIiMjefLkCVWrVmXq1KnqxmtCvE1FlDe5TIAQQgghRAH07duXmzdvcuDAgcJuihAfBBnTL4QQQgghhJaTpF8IIYQQQggtJ0m/EEIIIYQQWk7G9AshhBBCCKHl5Em/EEIIIYQQWk6SfiGEEEIIIbScJP1CCCGEEEJoOUn6hRBCCCGE0HKS9AshhBBCCKHl/h+TP0kzpOuIKAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_importance(lgbm,figsize=(8,12),height=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intellectual-dodge",
   "metadata": {},
   "source": [
    "The [Yellowbrick](https://www.scikit-yb.org/en/latest/index.html) Python library provides some useful diagnostic plots for ML models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "gross-demographic",
   "metadata": {},
   "outputs": [],
   "source": [
    "lgbm = LGBMRegressor()\n",
    "train, test = train_test_split(sol_df)\n",
    "train_X = train[property_names]\n",
    "train_y = train.LogS\n",
    "test_X = test[property_names]\n",
    "test_y = test.LogS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "visible-beach",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = prediction_error(lgbm, train_X, train_y, test_X, test_y,alpha=0.35)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fourth-newspaper",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer = ResidualsPlot(lgbm)\n",
    "visualizer.fit(train_X, train_y)\n",
    "visualizer.score(test_X, test_y)\n",
    "visualizer.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wicked-pattern",
   "metadata": {},
   "source": [
    "Run 10 cycles of cross validation on a model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "public-current",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af81a3129d1445e0b403ec733de90653",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/10 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.776564458674749\n",
      "0.7779517473132277\n",
      "0.7768524022133481\n",
      "0.7850013099341071\n",
      "0.7792905924222178\n",
      "0.7609718236209408\n",
      "0.7759513403940275\n",
      "0.7943097687093137\n",
      "0.7991315552686973\n",
      "0.8101034503913385\n"
     ]
    }
   ],
   "source": [
    "r2_list = []\n",
    "for i in tqdm(range(0,10)):\n",
    "    # setup training and test sets\n",
    "    train, test = train_test_split(sol_df)\n",
    "    train_X = train[property_names]\n",
    "    train_y = train.LogS\n",
    "    test_X = test[property_names]\n",
    "    test_y = test.LogS\n",
    "    # create the regressor\n",
    "    lgbm = LGBMRegressor()\n",
    "    # train the model\n",
    "    lgbm.fit(train_X,train_y)\n",
    "    pred = lgbm.predict(test_X)\n",
    "    r2 = r2_score(test_y,pred)\n",
    "    print(r2)\n",
    "    r2_list.append(r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "knowing-population",
   "metadata": {},
   "source": [
    "Plot R<sup>2</sup> across the 10 folds as a boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "nuclear-plain",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'R$^2$')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x=r2_list)\n",
    "ax.set(xlim=(0,1))\n",
    "ax.set(xlabel=\"R$^2$\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "pregnant-chapter",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
